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Epoch: [1][ 1/2490] Time 1.903 ( 1.903) Data 0.000 ( 0.000) Pixel loss 0.002160 (0.002160) Content loss 0.678612 (0.678612) Adversarial loss 0.000120 (0.000120) D(HR) 0.701 ( 0.701) D(SR) 0.053 ( 0.053)
Epoch: [1][ 101/2490] Time 0.185 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.002645 (0.002387) Content loss 0.754395 (0.665500) Adversarial loss 0.000000 (0.000002) D(HR) 0.987 ( 0.959) D(SR) 0.001 ( 0.001)
Epoch: [1][ 201/2490] Time 0.183 ( 0.202) Data 0.000 ( 0.000) Pixel loss 0.002106 (0.002390) Content loss 0.447822 (0.650160) Adversarial loss 0.000000 (0.000001) D(HR) 0.986 ( 0.973) D(SR) 0.000 ( 0.001)
Epoch: [1][ 301/2490] Time 0.190 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.002433 (0.002364) Content loss 0.642693 (0.633512) Adversarial loss 0.000000 (0.000001) D(HR) 0.994 ( 0.979) D(SR) 0.000 ( 0.001)
Epoch: [1][ 401/2490] Time 0.188 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.002603 (0.002338) Content loss 0.658081 (0.619852) Adversarial loss 0.000000 (0.000001) D(HR) 0.994 ( 0.982) D(SR) 0.000 ( 0.001)
Epoch: [1][ 501/2490] Time 0.184 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.001849 (0.002297) Content loss 0.480922 (0.608393) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.985) D(SR) 0.000 ( 0.001)
Epoch: [1][ 601/2490] Time 0.185 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.002632 (0.002245) Content loss 0.590886 (0.598585) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [1][ 701/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.001558 (0.002190) Content loss 0.439273 (0.587009) Adversarial loss 0.000001 (0.000000) D(HR) 0.219 ( 0.984) D(SR) 0.000 ( 0.001)
Epoch: [1][ 801/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.001288 (0.002155) Content loss 0.396574 (0.575959) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [1][ 901/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.001808 (0.002079) Content loss 0.428996 (0.559654) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [1][1001/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000987 (0.001999) Content loss 0.427977 (0.544353) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [1][1101/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000838 (0.001923) Content loss 0.298095 (0.531309) Adversarial loss 0.000003 (0.000002) D(HR) 0.000 ( 0.959) D(SR) 0.000 ( 0.000)
Epoch: [1][1201/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000751 (0.001842) Content loss 0.379352 (0.517843) Adversarial loss 0.000002 (0.000002) D(HR) 0.002 ( 0.887) D(SR) 0.000 ( 0.000)
Epoch: [1][1301/2490] Time 0.249 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000650 (0.001766) Content loss 0.396198 (0.505563) Adversarial loss 0.000000 (0.000002) D(HR) 0.409 ( 0.832) D(SR) 0.000 ( 0.000)
Epoch: [1][1401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000877 (0.001692) Content loss 0.360504 (0.494512) Adversarial loss 0.000000 (0.000002) D(HR) 0.549 ( 0.790) D(SR) 0.000 ( 0.000)
Epoch: [1][1501/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000927 (0.001623) Content loss 0.414170 (0.484300) Adversarial loss 0.000000 (0.000002) D(HR) 0.504 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [1][1601/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.001557) Content loss 0.245791 (0.474682) Adversarial loss 0.000000 (0.000002) D(HR) 0.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [1][1701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000364 (0.001497) Content loss 0.299965 (0.465890) Adversarial loss 0.000000 (0.000001) D(HR) 0.057 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [1][1801/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000427 (0.001443) Content loss 0.257823 (0.457951) Adversarial loss 0.000000 (0.000001) D(HR) 0.549 ( 0.695) D(SR) 0.000 ( 0.000)
Epoch: [1][1901/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000362 (0.001390) Content loss 0.331232 (0.450121) Adversarial loss 0.000000 (0.000001) D(HR) 0.519 ( 0.680) D(SR) 0.000 ( 0.000)
Epoch: [1][2001/2490] Time 0.198 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.001342) Content loss 0.316340 (0.443095) Adversarial loss 0.000000 (0.000001) D(HR) 0.003 ( 0.666) D(SR) 0.000 ( 0.000)
Epoch: [1][2101/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000623 (0.001296) Content loss 0.290315 (0.435959) Adversarial loss 0.000001 (0.000001) D(HR) 0.928 ( 0.657) D(SR) 0.000 ( 0.000)
Epoch: [1][2201/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000345 (0.001253) Content loss 0.239686 (0.429559) Adversarial loss 0.000000 (0.000001) D(HR) 0.012 ( 0.651) D(SR) 0.000 ( 0.000)
Epoch: [1][2301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.001213) Content loss 0.233889 (0.423535) Adversarial loss 0.000000 (0.000001) D(HR) 0.411 ( 0.661) D(SR) 0.000 ( 0.000)
Epoch: [1][2401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000457 (0.001178) Content loss 0.368364 (0.418201) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.674) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 7.097 ( 7.097) PSNR 28.05 (28.05) SSIM 0.9665 (0.9665)
Test: [2/5] Time 6.686 ( 6.892) PSNR 44.50 (36.27) SSIM 0.9851 (0.9758)
Test: [3/5] Time 0.566 ( 4.783) PSNR 43.70 (38.75) SSIM 0.9851 (0.9789)
Test: [4/5] Time 4.462 ( 4.703) PSNR 29.82 (36.52) SSIM 0.9581 (0.9737)
Test: [5/5] Time 0.574 ( 3.877) PSNR 28.32 (34.88) SSIM 0.9606 (0.9711)
* Time 3.88 PSNR 34.88 SSIM 0.97
Epoch: [2][ 1/2490] Time 0.368 ( 0.368) Data 0.000 ( 0.000) Pixel loss 0.000374 (0.000374) Content loss 0.372608 (0.372608) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 101/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000332) Content loss 0.260942 (0.296302) Adversarial loss 0.000000 (0.000000) D(HR) 0.988 ( 0.970) D(SR) 0.000 ( 0.000)
Epoch: [2][ 201/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000367 (0.000339) Content loss 0.292782 (0.293060) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.981) D(SR) 0.000 ( 0.000)
Epoch: [2][ 301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000400 (0.000334) Content loss 0.359003 (0.289847) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [2][ 401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000279 (0.000329) Content loss 0.320173 (0.288444) Adversarial loss 0.000000 (0.000000) D(HR) 0.968 ( 0.979) D(SR) 0.000 ( 0.000)
Epoch: [2][ 501/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000327) Content loss 0.226423 (0.288686) Adversarial loss 0.000000 (0.000000) D(HR) 0.976 ( 0.981) D(SR) 0.000 ( 0.000)
Epoch: [2][ 601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000403 (0.000322) Content loss 0.264335 (0.286704) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.980) D(SR) 0.000 ( 0.000)
Epoch: [2][ 701/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000267 (0.000321) Content loss 0.220203 (0.284520) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.973) D(SR) 0.000 ( 0.000)
Epoch: [2][ 801/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000318) Content loss 0.256022 (0.283473) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [2][ 901/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000312) Content loss 0.243595 (0.283076) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.970) D(SR) 0.000 ( 0.000)
Epoch: [2][1001/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000308) Content loss 0.264817 (0.282394) Adversarial loss 0.000000 (0.000000) D(HR) 0.927 ( 0.969) D(SR) 0.000 ( 0.000)
Epoch: [2][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000303) Content loss 0.223843 (0.281437) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.970) D(SR) 0.000 ( 0.000)
Epoch: [2][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000298) Content loss 0.157424 (0.280396) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.969) D(SR) 0.000 ( 0.000)
Epoch: [2][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000296) Content loss 0.298440 (0.279629) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.969) D(SR) 0.000 ( 0.000)
Epoch: [2][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000388 (0.000293) Content loss 0.292043 (0.278980) Adversarial loss 0.000000 (0.000000) D(HR) 0.958 ( 0.968) D(SR) 0.000 ( 0.000)
Epoch: [2][1501/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000291) Content loss 0.275441 (0.277994) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.966) D(SR) 0.000 ( 0.000)
Epoch: [2][1601/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000116 (0.000287) Content loss 0.172586 (0.276858) Adversarial loss 0.000004 (0.000001) D(HR) 0.874 ( 0.959) D(SR) 0.000 ( 0.000)
Epoch: [2][1701/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000285) Content loss 0.300929 (0.276804) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.961) D(SR) 0.000 ( 0.000)
Epoch: [2][1801/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000445 (0.000283) Content loss 0.316065 (0.276184) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.961) D(SR) 0.000 ( 0.000)
Epoch: [2][1901/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000353 (0.000282) Content loss 0.330530 (0.275708) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.961) D(SR) 0.000 ( 0.000)
Epoch: [2][2001/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000280) Content loss 0.250832 (0.275257) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.962) D(SR) 0.000 ( 0.000)
Epoch: [2][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000279) Content loss 0.331593 (0.274735) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.962) D(SR) 0.000 ( 0.000)
Epoch: [2][2201/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000276) Content loss 0.272055 (0.274028) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.962) D(SR) 0.000 ( 0.000)
Epoch: [2][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000274) Content loss 0.209329 (0.273528) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.963) D(SR) 0.000 ( 0.000)
Epoch: [2][2401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000272) Content loss 0.259345 (0.273251) Adversarial loss 0.000000 (0.000001) D(HR) 0.999 ( 0.964) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.602 ( 0.602) PSNR 34.32 (34.32) SSIM 0.9725 (0.9725)
Test: [2/5] Time 0.559 ( 0.581) PSNR 42.90 (38.61) SSIM 0.9862 (0.9794)
Test: [3/5] Time 0.530 ( 0.564) PSNR 42.77 (40.00) SSIM 0.9864 (0.9817)
Test: [4/5] Time 0.362 ( 0.513) PSNR 37.13 (39.28) SSIM 0.9646 (0.9774)
Test: [5/5] Time 0.601 ( 0.531) PSNR 34.17 (38.26) SSIM 0.9676 (0.9754)
* Time 0.53 PSNR 38.26 SSIM 0.98
x8
(SR) 0.000 ( 0.000)
Epoch: [22][1001/2490] Time 0.187 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000391 (0.000399) Content loss 0.265475 (0.258846) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [22][1101/2490] Time 0.188 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000453 (0.000397) Content loss 0.265218 (0.258808) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [22][1201/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000365 (0.000397) Content loss 0.289222 (0.259299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [22][1301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000490 (0.000397) Content loss 0.242770 (0.259649) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1401/2490] Time 0.247 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000434 (0.000397) Content loss 0.308056 (0.259899) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
^[[MaoLEpoch: [22][1501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000445 (0.000396) Content loss 0.287483 (0.260034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1601/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000395) Content loss 0.224782 (0.260191) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1701/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000507 (0.000394) Content loss 0.306772 (0.259973) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1801/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000392) Content loss 0.276136 (0.259557) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1901/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000419 (0.000391) Content loss 0.273288 (0.259490) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][2001/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000391) Content loss 0.223153 (0.259563) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.002)
Epoch: [22][2101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000447 (0.000391) Content loss 0.281757 (0.259929) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.002)
Epoch: [22][2201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000403 (0.000391) Content loss 0.252556 (0.259980) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][2301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000305 (0.000391) Content loss 0.281523 (0.260224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [22][2401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000391) Content loss 0.161561 (0.260101) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Test: [1/5] Time 0.141 ( 0.141) PSNR 23.53 (23.53) SSIM 0.9622 (0.9622)
Test: [2/5] Time 0.256 ( 0.198) PSNR 38.48 (31.01) SSIM 0.9839 (0.9730)
Test: [3/5] Time 0.155 ( 0.184) PSNR 38.38 (33.46) SSIM 0.9841 (0.9767)
Test: [4/5] Time 0.280 ( 0.208) PSNR 30.33 (32.68) SSIM 0.9616 (0.9729)
Test: [5/5] Time 0.132 ( 0.193) PSNR 23.35 (30.81) SSIM 0.9560 (0.9696)
* Time 0.19 PSNR 30.81 SSIM 0.97
Epoch: [23][ 1/2490] Time 0.318 ( 0.318) Data 0.000 ( 0.000) Pixel loss 0.000513 (0.000513) Content loss 0.316500 (0.316500) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.001)
Epoch: [23][ 101/2490] Time 0.193 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000379 (0.000396) Content loss 0.266199 (0.261327) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [23][ 201/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000399 (0.000386) Content loss 0.281958 (0.259171) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.000)
Epoch: [23][ 301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000381) Content loss 0.280532 (0.257822) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [23][ 401/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000443 (0.000378) Content loss 0.258293 (0.258421) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [23][ 501/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000378) Content loss 0.320875 (0.258749) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [23][ 601/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000451 (0.000380) Content loss 0.229664 (0.259380) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.001)
Epoch: [23][ 701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000535 (0.000383) Content loss 0.352027 (0.259607) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [23][ 801/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000528 (0.000384) Content loss 0.278338 (0.260078) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [23][ 901/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000384) Content loss 0.198597 (0.260472) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][1001/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000483 (0.000384) Content loss 0.289708 (0.261112) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][1101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000339 (0.000382) Content loss 0.225794 (0.260435) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][1201/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000382) Content loss 0.271393 (0.260297) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [23][1301/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000500 (0.000380) Content loss 0.232954 (0.260113) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1401/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000407 (0.000382) Content loss 0.297436 (0.260291) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000380 (0.000382) Content loss 0.284096 (0.260069) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1601/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000419 (0.000383) Content loss 0.235899 (0.259938) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1701/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000484 (0.000382) Content loss 0.310959 (0.259476) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1801/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000366 (0.000382) Content loss 0.242775 (0.259381) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1901/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000381) Content loss 0.257148 (0.259431) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][2001/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000380) Content loss 0.229938 (0.259519) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][2101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000498 (0.000380) Content loss 0.258144 (0.259135) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.041 ( 0.002)
Epoch: [23][2201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000362 (0.000380) Content loss 0.241835 (0.258999) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][2301/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000511 (0.000379) Content loss 0.320557 (0.258821) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.007 ( 0.003)
Epoch: [23][2401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000378) Content loss 0.158346 (0.258798) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Test: [1/5] Time 0.141 ( 0.141) PSNR 24.68 (24.68) SSIM 0.9622 (0.9622)
Test: [2/5] Time 0.259 ( 0.200) PSNR 39.57 (32.12) SSIM 0.9832 (0.9727)
Test: [3/5] Time 0.150 ( 0.183) PSNR 39.49 (34.58) SSIM 0.9835 (0.9763)
Test: [4/5] Time 0.257 ( 0.202) PSNR 32.68 (34.10) SSIM 0.9629 (0.9729)
Test: [5/5] Time 0.132 ( 0.188) PSNR 24.55 (32.19) SSIM 0.9560 (0.9696)
* Time 0.19 PSNR 32.19 SSIM 0.97
Epoch: [24][ 1/2490] Time 0.323 ( 0.323) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000251) Content loss 0.247746 (0.247746) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [24][ 101/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000459 (0.000373) Content loss 0.301931 (0.262266) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.010)
Epoch: [24][ 201/2490] Time 0.186 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000545 (0.000378) Content loss 0.364287 (0.263441) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.005)
Epoch: [24][ 301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000437 (0.000381) Content loss 0.344497 (0.263330) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.003)
Epoch: [24][ 401/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000442 (0.000380) Content loss 0.177997 (0.262336) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.003)
Epoch: [24][ 501/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000386) Content loss 0.191802 (0.263277) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.004)
Epoch: [24][ 601/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000402 (0.000383) Content loss 0.239461 (0.262524) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.003)
Epoch: [24][ 701/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000437 (0.000383) Content loss 0.341248 (0.261158) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.003)
Epoch: [24][ 801/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000348 (0.000380) Content loss 0.184213 (0.260661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.005)
Epoch: [24][ 901/2490] Time 0.201 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000397 (0.000378) Content loss 0.271146 (0.259893) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][1001/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000414 (0.000378) Content loss 0.233195 (0.259981) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.004)
Epoch: [24][1101/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000369 (0.000378) Content loss 0.297973 (0.259458) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.004)
Epoch: [24][1201/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000378) Content loss 0.229415 (0.259640) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][1301/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000420 (0.000377) Content loss 0.294521 (0.259870) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.006)
Epoch: [24][1401/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000348 (0.000378) Content loss 0.239249 (0.259682) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.006)
Epoch: [24][1501/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000377) Content loss 0.221494 (0.259549) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.006)
Epoch: [24][1601/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000468 (0.000377) Content loss 0.261161 (0.259296) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.006)
Epoch: [24][1701/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000377) Content loss 0.211702 (0.259634) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.006)
Epoch: [24][1801/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000388 (0.000377) Content loss 0.366096 (0.259673) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][1901/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000380 (0.000376) Content loss 0.306571 (0.259751) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2001/2490] Time 0.198 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000362 (0.000376) Content loss 0.193603 (0.259550) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000345 (0.000375) Content loss 0.283910 (0.259303) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2201/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000375) Content loss 0.239923 (0.259162) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2301/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000375) Content loss 0.225653 (0.258868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2401/2490] Time 0.201 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000426 (0.000374) Content loss 0.273001 (0.258831) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.005)
Test: [1/5] Time 0.144 ( 0.144) PSNR 23.16 (23.16) SSIM 0.9591 (0.9591)
Test: [2/5] Time 0.267 ( 0.206) PSNR 37.15 (30.16) SSIM 0.9824 (0.9707)
Test: [3/5] Time 0.139 ( 0.184) PSNR 37.04 (32.45) SSIM 0.9827 (0.9747)
Test: [4/5] Time 0.271 ( 0.205) PSNR 29.91 (31.82) SSIM 0.9597 (0.9709)
Test: [5/5] Time 0.132 ( 0.191) PSNR 22.95 (30.04) SSIM 0.9520 (0.9672)
* Time 0.19 PSNR 30.04 SSIM 0.97
Epoch: [25][ 1/2490] Time 0.269 ( 0.269) Data 0.000 ( 0.000) Pixel loss 0.000485 (0.000485) Content loss 0.267782 (0.267782) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [25][ 101/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000393 (0.000381) Content loss 0.318876 (0.254840) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [25][ 201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000375 (0.000376) Content loss 0.273187 (0.259731) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [25][ 301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000372) Content loss 0.234750 (0.259161) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [25][ 401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000400 (0.000371) Content loss 0.253976 (0.257763) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [25][ 501/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000481 (0.000372) Content loss 0.298872 (0.257448) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][ 601/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000403 (0.000377) Content loss 0.246464 (0.257385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.000)
Epoch: [25][ 701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000382 (0.000375) Content loss 0.207348 (0.256923) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][ 801/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000346 (0.000378) Content loss 0.230961 (0.257865) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000600 (0.000375) Content loss 0.311577 (0.257724) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][1001/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000380 (0.000375) Content loss 0.290563 (0.257162) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000374) Content loss 0.210492 (0.256911) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000489 (0.000372) Content loss 0.272093 (0.257366) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000370) Content loss 0.253066 (0.257163) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000378 (0.000368) Content loss 0.270005 (0.257320) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000367) Content loss 0.249126 (0.257155) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [25][1601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000367) Content loss 0.202582 (0.257172) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [25][1701/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000350 (0.000366) Content loss 0.272734 (0.257045) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][1801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000330 (0.000366) Content loss 0.215177 (0.257651) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][1901/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000364) Content loss 0.218578 (0.257661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.001)
Epoch: [25][2001/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000359 (0.000361) Content loss 0.261631 (0.257425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000360) Content loss 0.185150 (0.257154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][2201/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000360) Content loss 0.253710 (0.257299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.001)
Epoch: [25][2301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000360) Content loss 0.205668 (0.257320) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.972) D(SR) 0.000 ( 0.001)
Epoch: [25][2401/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000412 (0.000360) Content loss 0.265811 (0.257604) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.957) D(SR) 0.000 ( 0.001)
Test: [1/5] Time 0.142 ( 0.142) PSNR 24.54 (24.54) SSIM 0.9615 (0.9615)
Test: [2/5] Time 0.260 ( 0.201) PSNR 37.62 (31.08) SSIM 0.9825 (0.9720)
Test: [3/5] Time 0.174 ( 0.192) PSNR 37.68 (33.28) SSIM 0.9829 (0.9756)
Test: [4/5] Time 0.258 ( 0.208) PSNR 31.49 (32.83) SSIM 0.9612 (0.9720)
Test: [5/5] Time 0.132 ( 0.193) PSNR 24.34 (31.14) SSIM 0.9555 (0.9687)
* Time 0.19 PSNR 31.14 SSIM 0.97
(SR) 0.000 ( 0.000)
Epoch: [26][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000241 (0.000337) Content loss 0.234998 (0.257699) Adversarial loss 0.000000 (0.000000) D(HR) 0.129 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [26][1501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000337) Content loss 0.202812 (0.257547) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.597) D(SR) 0.000 ( 0.000)
Epoch: [26][1601/2490] Time 0.232 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000763 (0.000340) Content loss 0.378112 (0.257732) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [26][1701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000351 (0.000340) Content loss 0.249836 (0.257345) Adversarial loss 0.000000 (0.000000) D(HR) 0.982 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [26][1801/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000340) Content loss 0.301346 (0.257771) Adversarial loss 0.000000 (0.000000) D(HR) 0.836 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [26][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000326 (0.000340) Content loss 0.279469 (0.257134) Adversarial loss 0.000000 (0.000000) D(HR) 0.988 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [26][2001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000341) Content loss 0.210350 (0.256968) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [26][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000340) Content loss 0.220084 (0.256601) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.597) D(SR) 0.000 ( 0.000)
Epoch: [26][2201/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000338 (0.000341) Content loss 0.222353 (0.256689) Adversarial loss 0.000000 (0.000000) D(HR) 0.935 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [26][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000508 (0.000342) Content loss 0.263070 (0.256577) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [26][2401/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000343) Content loss 0.234555 (0.256549) Adversarial loss 0.000000 (0.000000) D(HR) 0.255 ( 0.599) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 23.98 (23.98) SSIM 0.9617 (0.9617)
Test: [2/5] Time 0.261 ( 0.202) PSNR 37.61 (30.80) SSIM 0.9825 (0.9721)
Test: [3/5] Time 0.130 ( 0.178) PSNR 37.56 (33.05) SSIM 0.9828 (0.9757)
Test: [4/5] Time 0.199 ( 0.183) PSNR 31.22 (32.59) SSIM 0.9615 (0.9721)
Test: [5/5] Time 0.132 ( 0.173) PSNR 23.83 (30.84) SSIM 0.9551 (0.9687)
* Time 0.17 PSNR 30.84 SSIM 0.97
Epoch: [27][ 1/2490] Time 0.273 ( 0.273) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000255) Content loss 0.163010 (0.163010) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [27][ 101/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000336) Content loss 0.181805 (0.255869) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.510) D(SR) 0.000 ( 0.000)
Epoch: [27][ 201/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000349) Content loss 0.279634 (0.260190) Adversarial loss 0.000000 (0.000000) D(HR) 0.855 ( 0.558) D(SR) 0.000 ( 0.000)
Epoch: [27][ 301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000317 (0.000345) Content loss 0.236215 (0.257488) Adversarial loss 0.000000 (0.000000) D(HR) 0.736 ( 0.540) D(SR) 0.000 ( 0.000)
Epoch: [27][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000353 (0.000347) Content loss 0.216351 (0.257938) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.550) D(SR) 0.000 ( 0.000)
Epoch: [27][ 501/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000395 (0.000344) Content loss 0.268443 (0.257876) Adversarial loss 0.000000 (0.000000) D(HR) 0.962 ( 0.559) D(SR) 0.000 ( 0.000)
Epoch: [27][ 601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000390 (0.000341) Content loss 0.302330 (0.257131) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.563) D(SR) 0.000 ( 0.000)
Epoch: [27][ 701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000477 (0.000340) Content loss 0.257224 (0.255839) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.564) D(SR) 0.000 ( 0.000)
Epoch: [27][ 801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000288 (0.000342) Content loss 0.239417 (0.256364) Adversarial loss 0.000000 (0.000000) D(HR) 0.981 ( 0.573) D(SR) 0.000 ( 0.000)
Epoch: [27][ 901/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000340) Content loss 0.269010 (0.256183) Adversarial loss 0.000000 (0.000000) D(HR) 0.034 ( 0.570) D(SR) 0.000 ( 0.000)
Epoch: [27][1001/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000340) Content loss 0.255949 (0.255757) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.573) D(SR) 0.000 ( 0.000)
Epoch: [27][1101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000395 (0.000341) Content loss 0.298112 (0.255844) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.577) D(SR) 0.000 ( 0.000)
Epoch: [27][1201/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000341) Content loss 0.209373 (0.256093) Adversarial loss 0.000000 (0.000000) D(HR) 0.023 ( 0.583) D(SR) 0.000 ( 0.000)
Epoch: [27][1301/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000365 (0.000342) Content loss 0.286166 (0.256618) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][1401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000309 (0.000341) Content loss 0.280127 (0.256831) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][1501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000341) Content loss 0.214193 (0.257009) Adversarial loss 0.000000 (0.000000) D(HR) 0.136 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][1601/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000385 (0.000341) Content loss 0.298363 (0.257005) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [27][1701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000411 (0.000340) Content loss 0.281903 (0.256970) Adversarial loss 0.000000 (0.000000) D(HR) 0.876 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [27][1801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000379 (0.000340) Content loss 0.216706 (0.257427) Adversarial loss 0.000000 (0.000000) D(HR) 0.919 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [27][1901/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000370 (0.000340) Content loss 0.218548 (0.257405) Adversarial loss 0.000000 (0.000000) D(HR) 0.602 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][2001/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000378 (0.000339) Content loss 0.287594 (0.257069) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.583) D(SR) 0.000 ( 0.000)
Epoch: [27][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000457 (0.000338) Content loss 0.329880 (0.256936) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.581) D(SR) 0.000 ( 0.000)
Epoch: [27][2201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000300 (0.000339) Content loss 0.169880 (0.257109) Adversarial loss 0.000000 (0.000000) D(HR) 0.575 ( 0.582) D(SR) 0.000 ( 0.000)
Epoch: [27][2301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000267 (0.000338) Content loss 0.269688 (0.257197) Adversarial loss 0.000000 (0.000000) D(HR) 0.119 ( 0.585) D(SR) 0.000 ( 0.000)
Epoch: [27][2401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000338) Content loss 0.278877 (0.257261) Adversarial loss 0.000000 (0.000000) D(HR) 0.715 ( 0.587) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 26.88 (26.88) SSIM 0.9661 (0.9661)
Test: [2/5] Time 0.259 ( 0.200) PSNR 39.28 (33.08) SSIM 0.9835 (0.9748)
Test: [3/5] Time 0.155 ( 0.185) PSNR 39.40 (35.19) SSIM 0.9838 (0.9778)
Test: [4/5] Time 0.219 ( 0.193) PSNR 34.02 (34.90) SSIM 0.9626 (0.9740)
Test: [5/5] Time 0.132 ( 0.181) PSNR 26.79 (33.27) SSIM 0.9604 (0.9713)
* Time 0.18 PSNR 33.27 SSIM 0.97
Epoch: [30][ 1/2490] Time 0.332 ( 0.332) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000282) Content loss 0.262853 (0.262853) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [30][ 101/2490] Time 0.193 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000418 (0.000316) Content loss 0.304582 (0.257137) Adversarial loss 0.000000 (0.000000) D(HR) 0.966 ( 0.620) D(SR) 0.000 ( 0.000)
Epoch: [30][ 201/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000394 (0.000319) Content loss 0.308481 (0.253436) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [30][ 301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000324) Content loss 0.206470 (0.254655) Adversarial loss 0.000000 (0.000000) D(HR) 0.590 ( 0.618) D(SR) 0.000 ( 0.000)
Epoch: [30][ 401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000406 (0.000323) Content loss 0.270223 (0.255094) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.618) D(SR) 0.000 ( 0.000)
Epoch: [30][ 501/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000339 (0.000321) Content loss 0.245619 (0.254751) Adversarial loss 0.000000 (0.000000) D(HR) 0.401 ( 0.612) D(SR) 0.000 ( 0.000)
Epoch: [30][ 601/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000307 (0.000320) Content loss 0.222351 (0.255362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.617) D(SR) 0.000 ( 0.000)
Epoch: [30][ 701/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000394 (0.000319) Content loss 0.284194 (0.253975) Adversarial loss 0.000000 (0.000000) D(HR) 0.940 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [30][ 801/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000318) Content loss 0.185443 (0.253905) Adversarial loss 0.000000 (0.000000) D(HR) 0.775 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [30][ 901/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000303 (0.000317) Content loss 0.260099 (0.254254) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [30][1001/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000417 (0.000317) Content loss 0.257086 (0.253831) Adversarial loss 0.000000 (0.000000) D(HR) 0.034 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [30][1101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000347 (0.000316) Content loss 0.251521 (0.253421) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][1201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000405 (0.000316) Content loss 0.361270 (0.253428) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [30][1301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000344 (0.000314) Content loss 0.243592 (0.252972) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [30][1401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000314) Content loss 0.162743 (0.252941) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [30][1501/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000315) Content loss 0.309745 (0.252907) Adversarial loss 0.000000 (0.000000) D(HR) 0.890 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [30][1601/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000360 (0.000315) Content loss 0.300286 (0.253045) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][1701/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000300 (0.000316) Content loss 0.204453 (0.252869) Adversarial loss 0.000000 (0.000000) D(HR) 0.901 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [30][1801/2490] Time 0.241 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000430 (0.000316) Content loss 0.316534 (0.252857) Adversarial loss 0.000000 (0.000000) D(HR) 0.815 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [30][1901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000316) Content loss 0.160729 (0.252541) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][2001/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000314) Content loss 0.180226 (0.252758) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][2101/2490] Time 0.197 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000314) Content loss 0.250231 (0.253029) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [30][2201/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000374 (0.000314) Content loss 0.271080 (0.253224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [30][2301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000309 (0.000314) Content loss 0.305814 (0.253245) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.597) D(SR) 0.000 ( 0.000)
Epoch: [30][2401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000322 (0.000315) Content loss 0.316333 (0.253392) Adversarial loss 0.000000 (0.000000) D(HR) 0.824 ( 0.599) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 26.43 (26.43) SSIM 0.9649 (0.9649)
Test: [2/5] Time 0.254 ( 0.199) PSNR 40.02 (33.23) SSIM 0.9818 (0.9733)
Test: [3/5] Time 0.131 ( 0.177) PSNR 40.04 (35.50) SSIM 0.9823 (0.9763)
Test: [4/5] Time 0.196 ( 0.182) PSNR 33.88 (35.09) SSIM 0.9628 (0.9729)
Test: [5/5] Time 0.132 ( 0.172) PSNR 26.32 (33.34) SSIM 0.9581 (0.9700)
* Time 0.17 PSNR 33.34 SSIM 0.97
####################################################################################################################################
x8
Xshell 7 (Build 0157)
Copyright (c) 2020 NetSarang Computer, Inc. All rights reserved.
Type `help' to learn how to use Xshell prompt.
[C:\~]$ ssh intel@89e265v638.vicp.fun:40389
Host '89e265v638.vicp.fun' resolved to 115.236.153.174.
Connecting to 115.236.153.174:40389...
Connection established.
To escape to local shell, press 'Ctrl+Alt+]'.
Welcome to Ubuntu 22.04 LTS (GNU/Linux 5.15.0-25-generic x86_64)
* Documentation: https://help.ubuntu.com
* Management: https://landscape.canonical.com
* Support: https://ubuntu.com/advantage
277 updates can be applied immediately.
1 of these updates is a standard security update.
To see these additional updates run: apt list --upgradable
The list of available updates is more than a week old.
To check for new updates run: sudo apt update
1 updates could not be installed automatically. For more details,
see /var/log/unattended-upgrades/unattended-upgrades.log
*** System restart required ***
Last login: Sat May 11 14:52:20 2024 from 10.66.246.51
-bash: /etc/profile: 权限不够
-bash-5.1$ sudo -s
[sudo] intel 的密码:
(base) root@intel-Super-Server:/home/intel# screen -D -r lzk
[detached from 2269226.lzk]
(base) root@intel-Super-Server:/home/intel#
Socket error Event: 32 Error: 10053.
Connection closing...Socket close.
Connection closed by foreign host.
Disconnected from remote host(89e265v638.vicp.fun:40389) at 20:38:24.
Type `help' to learn how to use Xshell prompt.
[C:\~]$ ssh intel@89e265v638.vicp.fun:40389
Host '89e265v638.vicp.fun' resolved to 115.236.153.174.
Connecting to 115.236.153.174:40389...
Connection established.
To escape to local shell, press 'Ctrl+Alt+]'.
Welcome to Ubuntu 22.04 LTS (GNU/Linux 5.15.0-25-generic x86_64)
* Documentation: https://help.ubuntu.com
* Management: https://landscape.canonical.com
* Support: https://ubuntu.com/advantage
277 updates can be applied immediately.
1 of these updates is a standard security update.
To see these additional updates run: apt list --upgradable
The list of available updates is more than a week old.
To check for new updates run: sudo apt update
1 updates could not be installed automatically. For more details,
see /var/log/unattended-upgrades/unattended-upgrades.log
*** System restart required ***
Last login: Sat May 11 20:06:44 2024 from 10.66.246.51
-bash: /etc/profile: 权限不够
-bash-5.1$ sudo -s
[sudo] intel 的密码:
(base) root@intel-Super-Server:/home/intel# screen -D -r lzk
[detached from 2269226.lzk]
(base) root@intel-Super-Server:/home/intel# screen -r aixcoder
[detached from 682045.aixcoder]
(base) root@intel-Super-Server:/home/intel# screen -r aixcoder
[detached from 682045.aixcoder]
(base) root@intel-Super-Server:/home/intel# screen -r
There are several suitable screens on:
1183295.1 (2024年05月09日 19时51分46秒) (Detached)
1175414.test (2024年05月09日 18时25分43秒) (Detached)
1137988.4 (2024年05月09日 12时37分25秒) (Detached)
1084315.Qwen (2024年05月07日 09时45分57秒) (Detached)
1061200.pipe (2024年05月05日 19时58分27秒) (Detached)
825795.1 (2024年04月28日 10时28分17秒) (Detached)
777433.2 (2024年04月27日 19时00分21秒) (Detached)
682045.aixcoder (2024年04月26日 08时03分20秒) (Detached)
383583.0 (2024年04月25日 17时02分59秒) (Detached)
2367278.mix (2024年04月19日 10时24分35秒) (Detached)
2269226.lzk (2024年04月17日 18时23分41秒) (Detached)
Type "screen [-d] -r [pid.]tty.host" to resume one of them.
(base) root@intel-Super-Server:/home/intel# screen -r Qwen
[detached from 1084315.Qwen]
(base) root@intel-Super-Server:/home/intel# nvidia-smi
Sat May 11 21:15:49 2024
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 550.67 Driver Version: 550.67 CUDA Version: 12.4 |
|-----------------------------------------+------------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+========================+======================|
| 0 NVIDIA GeForce RTX 4090 Off | 00000000:31:00.0 Off | Off |
| 0% 33C P2 56W / 450W | 3624MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
| 1 NVIDIA GeForce RTX 4090 Off | 00000000:4B:00.0 Off | Off |
| 0% 36C P2 111W / 450W | 11564MiB / 24564MiB | 35% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
| 2 NVIDIA GeForce RTX 4090 Off | 00000000:B1:00.0 Off | Off |
| 0% 34C P2 52W / 450W | 4464MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
| 3 NVIDIA GeForce RTX 4090 Off | 00000000:CA:00.0 Off | Off |
| 0% 35C P2 53W / 450W | 4840MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| 0 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 0 N/A N/A 1250754 C python 404MiB |
| 0 N/A N/A 1254417 C python 3198MiB |
| 1 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 1 N/A N/A 1250754 C python 7096MiB |
| 1 N/A N/A 1254417 C python 4446MiB |
| 2 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 2 N/A N/A 1254417 C python 4446MiB |
| 3 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 3 N/A N/A 1254417 C python 4822MiB |
+-----------------------------------------------------------------------------------------+
(base) root@intel-Super-Server:/home/intel# screen -r lzk
[detached from 2269226.lzk]
(base) root@intel-Super-Server:/home/intel# screen -r Qwen
[detached from 1084315.Qwen]
(base) root@intel-Super-Server:/home/intel# screen -r lzk
[detached from 2269226.lzk]
(base) root@intel-Super-Server:/home/intel# screen -r lzk
(SR) 0.000 ( 0.000)
Epoch: [22][1001/2490] Time 0.187 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000391 (0.000399) Content loss 0.265475 (0.258846) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [22][1101/2490] Time 0.188 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000453 (0.000397) Content loss 0.265218 (0.258808) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [22][1201/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000365 (0.000397) Content loss 0.289222 (0.259299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [22][1301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000490 (0.000397) Content loss 0.242770 (0.259649) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1401/2490] Time 0.247 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000434 (0.000397) Content loss 0.308056 (0.259899) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
^[[MaoLEpoch: [22][1501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000445 (0.000396) Content loss 0.287483 (0.260034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1601/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000395) Content loss 0.224782 (0.260191) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1701/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000507 (0.000394) Content loss 0.306772 (0.259973) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1801/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000392) Content loss 0.276136 (0.259557) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][1901/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000419 (0.000391) Content loss 0.273288 (0.259490) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][2001/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000391) Content loss 0.223153 (0.259563) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.002)
Epoch: [22][2101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000447 (0.000391) Content loss 0.281757 (0.259929) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.002)
Epoch: [22][2201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000403 (0.000391) Content loss 0.252556 (0.259980) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [22][2301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000305 (0.000391) Content loss 0.281523 (0.260224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [22][2401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000391) Content loss 0.161561 (0.260101) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Test: [1/5] Time 0.141 ( 0.141) PSNR 23.53 (23.53) SSIM 0.9622 (0.9622)
Test: [2/5] Time 0.256 ( 0.198) PSNR 38.48 (31.01) SSIM 0.9839 (0.9730)
Test: [3/5] Time 0.155 ( 0.184) PSNR 38.38 (33.46) SSIM 0.9841 (0.9767)
Test: [4/5] Time 0.280 ( 0.208) PSNR 30.33 (32.68) SSIM 0.9616 (0.9729)
Test: [5/5] Time 0.132 ( 0.193) PSNR 23.35 (30.81) SSIM 0.9560 (0.9696)
* Time 0.19 PSNR 30.81 SSIM 0.97
Epoch: [23][ 1/2490] Time 0.318 ( 0.318) Data 0.000 ( 0.000) Pixel loss 0.000513 (0.000513) Content loss 0.316500 (0.316500) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.001)
Epoch: [23][ 101/2490] Time 0.193 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000379 (0.000396) Content loss 0.266199 (0.261327) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [23][ 201/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000399 (0.000386) Content loss 0.281958 (0.259171) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.000)
Epoch: [23][ 301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000381) Content loss 0.280532 (0.257822) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [23][ 401/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000443 (0.000378) Content loss 0.258293 (0.258421) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [23][ 501/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000378) Content loss 0.320875 (0.258749) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [23][ 601/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000451 (0.000380) Content loss 0.229664 (0.259380) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.001)
Epoch: [23][ 701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000535 (0.000383) Content loss 0.352027 (0.259607) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [23][ 801/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000528 (0.000384) Content loss 0.278338 (0.260078) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [23][ 901/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000384) Content loss 0.198597 (0.260472) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][1001/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000483 (0.000384) Content loss 0.289708 (0.261112) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][1101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000339 (0.000382) Content loss 0.225794 (0.260435) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][1201/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000382) Content loss 0.271393 (0.260297) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [23][1301/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000500 (0.000380) Content loss 0.232954 (0.260113) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1401/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000407 (0.000382) Content loss 0.297436 (0.260291) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000380 (0.000382) Content loss 0.284096 (0.260069) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1601/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000419 (0.000383) Content loss 0.235899 (0.259938) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1701/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000484 (0.000382) Content loss 0.310959 (0.259476) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1801/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000366 (0.000382) Content loss 0.242775 (0.259381) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][1901/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000381) Content loss 0.257148 (0.259431) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][2001/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000380) Content loss 0.229938 (0.259519) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.002)
Epoch: [23][2101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000498 (0.000380) Content loss 0.258144 (0.259135) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.041 ( 0.002)
Epoch: [23][2201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000362 (0.000380) Content loss 0.241835 (0.258999) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [23][2301/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000511 (0.000379) Content loss 0.320557 (0.258821) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.007 ( 0.003)
Epoch: [23][2401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000378) Content loss 0.158346 (0.258798) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Test: [1/5] Time 0.141 ( 0.141) PSNR 24.68 (24.68) SSIM 0.9622 (0.9622)
Test: [2/5] Time 0.259 ( 0.200) PSNR 39.57 (32.12) SSIM 0.9832 (0.9727)
Test: [3/5] Time 0.150 ( 0.183) PSNR 39.49 (34.58) SSIM 0.9835 (0.9763)
Test: [4/5] Time 0.257 ( 0.202) PSNR 32.68 (34.10) SSIM 0.9629 (0.9729)
Test: [5/5] Time 0.132 ( 0.188) PSNR 24.55 (32.19) SSIM 0.9560 (0.9696)
* Time 0.19 PSNR 32.19 SSIM 0.97
Epoch: [24][ 1/2490] Time 0.323 ( 0.323) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000251) Content loss 0.247746 (0.247746) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [24][ 101/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000459 (0.000373) Content loss 0.301931 (0.262266) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.010)
Epoch: [24][ 201/2490] Time 0.186 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000545 (0.000378) Content loss 0.364287 (0.263441) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.005)
Epoch: [24][ 301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000437 (0.000381) Content loss 0.344497 (0.263330) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.003)
Epoch: [24][ 401/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000442 (0.000380) Content loss 0.177997 (0.262336) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.003)
Epoch: [24][ 501/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000386) Content loss 0.191802 (0.263277) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.004)
Epoch: [24][ 601/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000402 (0.000383) Content loss 0.239461 (0.262524) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.003)
Epoch: [24][ 701/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000437 (0.000383) Content loss 0.341248 (0.261158) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.003)
Epoch: [24][ 801/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000348 (0.000380) Content loss 0.184213 (0.260661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.005)
Epoch: [24][ 901/2490] Time 0.201 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000397 (0.000378) Content loss 0.271146 (0.259893) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][1001/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000414 (0.000378) Content loss 0.233195 (0.259981) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.004)
Epoch: [24][1101/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000369 (0.000378) Content loss 0.297973 (0.259458) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.004)
Epoch: [24][1201/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000378) Content loss 0.229415 (0.259640) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][1301/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000420 (0.000377) Content loss 0.294521 (0.259870) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.006)
Epoch: [24][1401/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000348 (0.000378) Content loss 0.239249 (0.259682) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.006)
Epoch: [24][1501/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000377) Content loss 0.221494 (0.259549) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.006)
Epoch: [24][1601/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000468 (0.000377) Content loss 0.261161 (0.259296) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.006)
Epoch: [24][1701/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000377) Content loss 0.211702 (0.259634) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.006)
Epoch: [24][1801/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000388 (0.000377) Content loss 0.366096 (0.259673) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][1901/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000380 (0.000376) Content loss 0.306571 (0.259751) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2001/2490] Time 0.198 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000362 (0.000376) Content loss 0.193603 (0.259550) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000345 (0.000375) Content loss 0.283910 (0.259303) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2201/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000375) Content loss 0.239923 (0.259162) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2301/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000375) Content loss 0.225653 (0.258868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.005)
Epoch: [24][2401/2490] Time 0.201 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000426 (0.000374) Content loss 0.273001 (0.258831) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.005)
Test: [1/5] Time 0.144 ( 0.144) PSNR 23.16 (23.16) SSIM 0.9591 (0.9591)
Test: [2/5] Time 0.267 ( 0.206) PSNR 37.15 (30.16) SSIM 0.9824 (0.9707)
Test: [3/5] Time 0.139 ( 0.184) PSNR 37.04 (32.45) SSIM 0.9827 (0.9747)
Test: [4/5] Time 0.271 ( 0.205) PSNR 29.91 (31.82) SSIM 0.9597 (0.9709)
Test: [5/5] Time 0.132 ( 0.191) PSNR 22.95 (30.04) SSIM 0.9520 (0.9672)
* Time 0.19 PSNR 30.04 SSIM 0.97
Epoch: [25][ 1/2490] Time 0.269 ( 0.269) Data 0.000 ( 0.000) Pixel loss 0.000485 (0.000485) Content loss 0.267782 (0.267782) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [25][ 101/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000393 (0.000381) Content loss 0.318876 (0.254840) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [25][ 201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000375 (0.000376) Content loss 0.273187 (0.259731) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [25][ 301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000372) Content loss 0.234750 (0.259161) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [25][ 401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000400 (0.000371) Content loss 0.253976 (0.257763) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [25][ 501/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000481 (0.000372) Content loss 0.298872 (0.257448) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][ 601/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000403 (0.000377) Content loss 0.246464 (0.257385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.000)
Epoch: [25][ 701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000382 (0.000375) Content loss 0.207348 (0.256923) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][ 801/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000346 (0.000378) Content loss 0.230961 (0.257865) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000600 (0.000375) Content loss 0.311577 (0.257724) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][1001/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000380 (0.000375) Content loss 0.290563 (0.257162) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000374) Content loss 0.210492 (0.256911) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.000)
Epoch: [25][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000489 (0.000372) Content loss 0.272093 (0.257366) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000370) Content loss 0.253066 (0.257163) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000378 (0.000368) Content loss 0.270005 (0.257320) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.000)
Epoch: [25][1501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000367) Content loss 0.249126 (0.257155) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [25][1601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000367) Content loss 0.202582 (0.257172) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [25][1701/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000350 (0.000366) Content loss 0.272734 (0.257045) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][1801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000330 (0.000366) Content loss 0.215177 (0.257651) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][1901/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000364) Content loss 0.218578 (0.257661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.001)
Epoch: [25][2001/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000359 (0.000361) Content loss 0.261631 (0.257425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000360) Content loss 0.185150 (0.257154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Epoch: [25][2201/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000360) Content loss 0.253710 (0.257299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.001)
Epoch: [25][2301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000360) Content loss 0.205668 (0.257320) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.972) D(SR) 0.000 ( 0.001)
Epoch: [25][2401/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000412 (0.000360) Content loss 0.265811 (0.257604) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.957) D(SR) 0.000 ( 0.001)
Test: [1/5] Time 0.142 ( 0.142) PSNR 24.54 (24.54) SSIM 0.9615 (0.9615)
Test: [2/5] Time 0.260 ( 0.201) PSNR 37.62 (31.08) SSIM 0.9825 (0.9720)
Test: [3/5] Time 0.174 ( 0.192) PSNR 37.68 (33.28) SSIM 0.9829 (0.9756)
Test: [4/5] Time 0.258 ( 0.208) PSNR 31.49 (32.83) SSIM 0.9612 (0.9720)
Test: [5/5] Time 0.132 ( 0.193) PSNR 24.34 (31.14) SSIM 0.9555 (0.9687)
* Time 0.19 PSNR 31.14 SSIM 0.97
Epoch: [26][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000343 (0.000343) Content loss 0.223370 (0.223370) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [26][ 101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000410 (0.000334) Content loss 0.307183 (0.258145) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [26][ 201/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000313 (0.000333) Content loss 0.285884 (0.257215) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.663) D(SR) 0.000 ( 0.000)
Epoch: [26][ 301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000426 (0.000337) Content loss 0.287134 (0.259084) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.623) D(SR) 0.000 ( 0.000)
Epoch: [26][ 401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000298 (0.000334) Content loss 0.192457 (0.259009) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.622) D(SR) 0.000 ( 0.000)
Epoch: [26][ 501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000318 (0.000335) Content loss 0.209705 (0.258034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.615) D(SR) 0.000 ( 0.000)
Epoch: [26][ 601/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000399 (0.000332) Content loss 0.294218 (0.257689) Adversarial loss 0.000000 (0.000000) D(HR) 0.975 ( 0.609) D(SR) 0.000 ( 0.000)
Epoch: [26][ 701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000315 (0.000330) Content loss 0.239617 (0.257108) Adversarial loss 0.000000 (0.000000) D(HR) 0.358 ( 0.591) D(SR) 0.000 ( 0.000)
Epoch: [26][ 801/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000416 (0.000332) Content loss 0.284809 (0.257328) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.592) D(SR) 0.000 ( 0.000)
Epoch: [26][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000325 (0.000332) Content loss 0.271201 (0.257341) Adversarial loss 0.000000 (0.000000) D(HR) 0.987 ( 0.592) D(SR) 0.000 ( 0.000)
Epoch: [26][1001/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000348 (0.000333) Content loss 0.210966 (0.257526) Adversarial loss 0.000000 (0.000000) D(HR) 0.864 ( 0.595) D(SR) 0.000 ( 0.000)
Epoch: [26][1101/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000433 (0.000336) Content loss 0.325704 (0.258056) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [26][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000306 (0.000334) Content loss 0.234967 (0.257678) Adversarial loss 0.000000 (0.000000) D(HR) 0.906 ( 0.605) D(SR) 0.000 ( 0.000)
Epoch: [26][1301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000336) Content loss 0.216702 (0.256914) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [26][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000241 (0.000337) Content loss 0.234998 (0.257699) Adversarial loss 0.000000 (0.000000) D(HR) 0.129 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [26][1501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000337) Content loss 0.202812 (0.257547) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.597) D(SR) 0.000 ( 0.000)
Epoch: [26][1601/2490] Time 0.232 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000763 (0.000340) Content loss 0.378112 (0.257732) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [26][1701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000351 (0.000340) Content loss 0.249836 (0.257345) Adversarial loss 0.000000 (0.000000) D(HR) 0.982 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [26][1801/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000340) Content loss 0.301346 (0.257771) Adversarial loss 0.000000 (0.000000) D(HR) 0.836 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [26][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000326 (0.000340) Content loss 0.279469 (0.257134) Adversarial loss 0.000000 (0.000000) D(HR) 0.988 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [26][2001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000341) Content loss 0.210350 (0.256968) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [26][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000340) Content loss 0.220084 (0.256601) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.597) D(SR) 0.000 ( 0.000)
Epoch: [26][2201/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000338 (0.000341) Content loss 0.222353 (0.256689) Adversarial loss 0.000000 (0.000000) D(HR) 0.935 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [26][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000508 (0.000342) Content loss 0.263070 (0.256577) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [26][2401/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000343) Content loss 0.234555 (0.256549) Adversarial loss 0.000000 (0.000000) D(HR) 0.255 ( 0.599) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 23.98 (23.98) SSIM 0.9617 (0.9617)
Test: [2/5] Time 0.261 ( 0.202) PSNR 37.61 (30.80) SSIM 0.9825 (0.9721)
Test: [3/5] Time 0.130 ( 0.178) PSNR 37.56 (33.05) SSIM 0.9828 (0.9757)
Test: [4/5] Time 0.199 ( 0.183) PSNR 31.22 (32.59) SSIM 0.9615 (0.9721)
Test: [5/5] Time 0.132 ( 0.173) PSNR 23.83 (30.84) SSIM 0.9551 (0.9687)
* Time 0.17 PSNR 30.84 SSIM 0.97
Epoch: [27][ 1/2490] Time 0.273 ( 0.273) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000255) Content loss 0.163010 (0.163010) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [27][ 101/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000336) Content loss 0.181805 (0.255869) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.510) D(SR) 0.000 ( 0.000)
Epoch: [27][ 201/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000349) Content loss 0.279634 (0.260190) Adversarial loss 0.000000 (0.000000) D(HR) 0.855 ( 0.558) D(SR) 0.000 ( 0.000)
Epoch: [27][ 301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000317 (0.000345) Content loss 0.236215 (0.257488) Adversarial loss 0.000000 (0.000000) D(HR) 0.736 ( 0.540) D(SR) 0.000 ( 0.000)
Epoch: [27][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000353 (0.000347) Content loss 0.216351 (0.257938) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.550) D(SR) 0.000 ( 0.000)
Epoch: [27][ 501/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000395 (0.000344) Content loss 0.268443 (0.257876) Adversarial loss 0.000000 (0.000000) D(HR) 0.962 ( 0.559) D(SR) 0.000 ( 0.000)
Epoch: [27][ 601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000390 (0.000341) Content loss 0.302330 (0.257131) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.563) D(SR) 0.000 ( 0.000)
Epoch: [27][ 701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000477 (0.000340) Content loss 0.257224 (0.255839) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.564) D(SR) 0.000 ( 0.000)
Epoch: [27][ 801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000288 (0.000342) Content loss 0.239417 (0.256364) Adversarial loss 0.000000 (0.000000) D(HR) 0.981 ( 0.573) D(SR) 0.000 ( 0.000)
Epoch: [27][ 901/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000340) Content loss 0.269010 (0.256183) Adversarial loss 0.000000 (0.000000) D(HR) 0.034 ( 0.570) D(SR) 0.000 ( 0.000)
Epoch: [27][1001/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000340) Content loss 0.255949 (0.255757) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.573) D(SR) 0.000 ( 0.000)
Epoch: [27][1101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000395 (0.000341) Content loss 0.298112 (0.255844) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.577) D(SR) 0.000 ( 0.000)
Epoch: [27][1201/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000341) Content loss 0.209373 (0.256093) Adversarial loss 0.000000 (0.000000) D(HR) 0.023 ( 0.583) D(SR) 0.000 ( 0.000)
Epoch: [27][1301/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000365 (0.000342) Content loss 0.286166 (0.256618) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][1401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000309 (0.000341) Content loss 0.280127 (0.256831) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][1501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000341) Content loss 0.214193 (0.257009) Adversarial loss 0.000000 (0.000000) D(HR) 0.136 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][1601/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000385 (0.000341) Content loss 0.298363 (0.257005) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [27][1701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000411 (0.000340) Content loss 0.281903 (0.256970) Adversarial loss 0.000000 (0.000000) D(HR) 0.876 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [27][1801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000379 (0.000340) Content loss 0.216706 (0.257427) Adversarial loss 0.000000 (0.000000) D(HR) 0.919 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [27][1901/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000370 (0.000340) Content loss 0.218548 (0.257405) Adversarial loss 0.000000 (0.000000) D(HR) 0.602 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [27][2001/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000378 (0.000339) Content loss 0.287594 (0.257069) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.583) D(SR) 0.000 ( 0.000)
Epoch: [27][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000457 (0.000338) Content loss 0.329880 (0.256936) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.581) D(SR) 0.000 ( 0.000)
Epoch: [27][2201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000300 (0.000339) Content loss 0.169880 (0.257109) Adversarial loss 0.000000 (0.000000) D(HR) 0.575 ( 0.582) D(SR) 0.000 ( 0.000)
Epoch: [27][2301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000267 (0.000338) Content loss 0.269688 (0.257197) Adversarial loss 0.000000 (0.000000) D(HR) 0.119 ( 0.585) D(SR) 0.000 ( 0.000)
Epoch: [27][2401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000338) Content loss 0.278877 (0.257261) Adversarial loss 0.000000 (0.000000) D(HR) 0.715 ( 0.587) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 26.88 (26.88) SSIM 0.9661 (0.9661)
Test: [2/5] Time 0.259 ( 0.200) PSNR 39.28 (33.08) SSIM 0.9835 (0.9748)
Test: [3/5] Time 0.155 ( 0.185) PSNR 39.40 (35.19) SSIM 0.9838 (0.9778)
Test: [4/5] Time 0.219 ( 0.193) PSNR 34.02 (34.90) SSIM 0.9626 (0.9740)
Test: [5/5] Time 0.132 ( 0.181) PSNR 26.79 (33.27) SSIM 0.9604 (0.9713)
* Time 0.18 PSNR 33.27 SSIM 0.97
Epoch: [28][ 1/2490] Time 0.329 ( 0.329) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000249) Content loss 0.290595 (0.290595) Adversarial loss 0.000000 (0.000000) D(HR) 0.007 ( 0.007) D(SR) 0.000 ( 0.000)
Epoch: [28][ 101/2490] Time 0.191 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000320 (0.000335) Content loss 0.278650 (0.255116) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.605) D(SR) 0.000 ( 0.000)
Epoch: [28][ 201/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000327) Content loss 0.223776 (0.251925) Adversarial loss 0.000000 (0.000000) D(HR) 0.860 ( 0.558) D(SR) 0.000 ( 0.000)
Epoch: [28][ 301/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000330) Content loss 0.281297 (0.251777) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.574) D(SR) 0.000 ( 0.000)
Epoch: [28][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000497 (0.000327) Content loss 0.296111 (0.253266) Adversarial loss 0.000000 (0.000000) D(HR) 0.848 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [28][ 501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000277 (0.000335) Content loss 0.251337 (0.254698) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [28][ 601/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000475 (0.000337) Content loss 0.301460 (0.255154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [28][ 701/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000299 (0.000336) Content loss 0.291114 (0.255406) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.604) D(SR) 0.000 ( 0.000)
Epoch: [28][ 801/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000358 (0.000336) Content loss 0.251704 (0.255277) Adversarial loss 0.000000 (0.000000) D(HR) 0.204 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [28][ 901/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000443 (0.000336) Content loss 0.255779 (0.254988) Adversarial loss 0.000000 (0.000000) D(HR) 0.730 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [28][1001/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000401 (0.000336) Content loss 0.289521 (0.255035) Adversarial loss 0.000000 (0.000000) D(HR) 0.436 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [28][1101/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000414 (0.000335) Content loss 0.251880 (0.254901) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.585) D(SR) 0.000 ( 0.000)
Epoch: [28][1201/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000333 (0.000336) Content loss 0.258435 (0.254968) Adversarial loss 0.000000 (0.000000) D(HR) 0.586 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [28][1301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000446 (0.000337) Content loss 0.313792 (0.255327) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [28][1401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000336) Content loss 0.229212 (0.255588) Adversarial loss 0.000000 (0.000000) D(HR) 0.054 ( 0.592) D(SR) 0.000 ( 0.000)
Epoch: [28][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000410 (0.000335) Content loss 0.308545 (0.255868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.595) D(SR) 0.000 ( 0.000)
Epoch: [28][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000337 (0.000333) Content loss 0.276621 (0.255652) Adversarial loss 0.000000 (0.000000) D(HR) 0.143 ( 0.591) D(SR) 0.000 ( 0.000)
Epoch: [28][1701/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000391 (0.000332) Content loss 0.283878 (0.255868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.593) D(SR) 0.000 ( 0.000)
Epoch: [28][1801/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000428 (0.000331) Content loss 0.277226 (0.255806) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [28][1901/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000306 (0.000331) Content loss 0.202036 (0.255886) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [28][2001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000340 (0.000331) Content loss 0.255235 (0.256009) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.592) D(SR) 0.000 ( 0.000)
Epoch: [28][2101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000323 (0.000330) Content loss 0.264598 (0.255868) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.591) D(SR) 0.000 ( 0.000)
Epoch: [28][2201/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000318 (0.000329) Content loss 0.241762 (0.255610) Adversarial loss 0.000000 (0.000000) D(HR) 0.390 ( 0.592) D(SR) 0.000 ( 0.000)
Epoch: [28][2301/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000361 (0.000329) Content loss 0.252118 (0.255284) Adversarial loss 0.000000 (0.000000) D(HR) 0.100 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [28][2401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000329) Content loss 0.246672 (0.255339) Adversarial loss 0.000000 (0.000000) D(HR) 0.849 ( 0.589) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 25.55 (25.55) SSIM 0.9649 (0.9649)
Test: [2/5] Time 0.238 ( 0.190) PSNR 37.89 (31.72) SSIM 0.9826 (0.9738)
Test: [3/5] Time 0.130 ( 0.170) PSNR 37.97 (33.80) SSIM 0.9830 (0.9768)
Test: [4/5] Time 0.280 ( 0.198) PSNR 32.76 (33.54) SSIM 0.9637 (0.9735)
Test: [5/5] Time 0.132 ( 0.185) PSNR 25.37 (31.91) SSIM 0.9585 (0.9705)
* Time 0.18 PSNR 31.91 SSIM 0.97
Epoch: [29][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000221) Content loss 0.198464 (0.198464) Adversarial loss 0.000000 (0.000000) D(HR) 0.010 ( 0.010) D(SR) 0.000 ( 0.000)
Epoch: [29][ 101/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000360 (0.000329) Content loss 0.259891 (0.256817) Adversarial loss 0.000000 (0.000000) D(HR) 0.970 ( 0.620) D(SR) 0.000 ( 0.000)
Epoch: [29][ 201/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000302 (0.000327) Content loss 0.268555 (0.253222) Adversarial loss 0.000000 (0.000000) D(HR) 0.547 ( 0.572) D(SR) 0.000 ( 0.000)
Epoch: [29][ 301/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000381 (0.000333) Content loss 0.304143 (0.255039) Adversarial loss 0.000000 (0.000000) D(HR) 0.885 ( 0.594) D(SR) 0.000 ( 0.000)
Epoch: [29][ 401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000324 (0.000331) Content loss 0.288069 (0.255856) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [29][ 501/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000373 (0.000329) Content loss 0.264176 (0.256080) Adversarial loss 0.000000 (0.000000) D(HR) 0.159 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [29][ 601/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000327) Content loss 0.190487 (0.254892) Adversarial loss 0.000000 (0.000000) D(HR) 0.227 ( 0.587) D(SR) 0.000 ( 0.000)
Epoch: [29][ 701/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000469 (0.000331) Content loss 0.271408 (0.255258) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [29][ 801/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000330) Content loss 0.257056 (0.254983) Adversarial loss 0.000000 (0.000000) D(HR) 0.249 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [29][ 901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000409 (0.000331) Content loss 0.241011 (0.254474) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.585) D(SR) 0.000 ( 0.000)
Epoch: [29][1001/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000330) Content loss 0.271478 (0.253824) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [29][1101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000511 (0.000329) Content loss 0.279253 (0.253666) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.585) D(SR) 0.000 ( 0.000)
Epoch: [29][1201/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000270 (0.000329) Content loss 0.250404 (0.253032) Adversarial loss 0.000000 (0.000000) D(HR) 0.978 ( 0.584) D(SR) 0.000 ( 0.000)
Epoch: [29][1301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000329) Content loss 0.202370 (0.252872) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.583) D(SR) 0.000 ( 0.000)
Epoch: [29][1401/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000356 (0.000329) Content loss 0.195122 (0.252888) Adversarial loss 0.000000 (0.000000) D(HR) 0.975 ( 0.580) D(SR) 0.000 ( 0.000)
Epoch: [29][1501/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000369 (0.000329) Content loss 0.257673 (0.253234) Adversarial loss 0.000000 (0.000000) D(HR) 0.489 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [29][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000378 (0.000329) Content loss 0.265162 (0.253351) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [29][1701/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000508 (0.000329) Content loss 0.273325 (0.253368) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [29][1801/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000333 (0.000328) Content loss 0.269795 (0.253365) Adversarial loss 0.000000 (0.000000) D(HR) 0.984 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [29][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000265 (0.000327) Content loss 0.247109 (0.253366) Adversarial loss 0.000000 (0.000000) D(HR) 0.028 ( 0.588) D(SR) 0.000 ( 0.000)
Epoch: [29][2001/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000390 (0.000327) Content loss 0.266563 (0.253569) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [29][2101/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000326) Content loss 0.292011 (0.253693) Adversarial loss 0.000000 (0.000000) D(HR) 0.978 ( 0.592) D(SR) 0.000 ( 0.000)
Epoch: [29][2201/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000326) Content loss 0.301955 (0.253732) Adversarial loss 0.000000 (0.000000) D(HR) 0.925 ( 0.591) D(SR) 0.000 ( 0.000)
Epoch: [29][2301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000408 (0.000325) Content loss 0.301180 (0.253714) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [29][2401/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000326) Content loss 0.259647 (0.253652) Adversarial loss 0.000000 (0.000000) D(HR) 0.005 ( 0.588) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 25.56 (25.56) SSIM 0.9641 (0.9641)
Test: [2/5] Time 0.265 ( 0.203) PSNR 38.04 (31.80) SSIM 0.9825 (0.9733)
Test: [3/5] Time 0.155 ( 0.187) PSNR 38.07 (33.89) SSIM 0.9829 (0.9765)
Test: [4/5] Time 0.259 ( 0.205) PSNR 32.02 (33.42) SSIM 0.9623 (0.9730)
Test: [5/5] Time 0.132 ( 0.191) PSNR 25.25 (31.79) SSIM 0.9576 (0.9699)
* Time 0.19 PSNR 31.79 SSIM 0.97
Epoch: [30][ 1/2490] Time 0.332 ( 0.332) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000282) Content loss 0.262853 (0.262853) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [30][ 101/2490] Time 0.193 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000418 (0.000316) Content loss 0.304582 (0.257137) Adversarial loss 0.000000 (0.000000) D(HR) 0.966 ( 0.620) D(SR) 0.000 ( 0.000)
Epoch: [30][ 201/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000394 (0.000319) Content loss 0.308481 (0.253436) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.589) D(SR) 0.000 ( 0.000)
Epoch: [30][ 301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000324) Content loss 0.206470 (0.254655) Adversarial loss 0.000000 (0.000000) D(HR) 0.590 ( 0.618) D(SR) 0.000 ( 0.000)
Epoch: [30][ 401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000406 (0.000323) Content loss 0.270223 (0.255094) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.618) D(SR) 0.000 ( 0.000)
Epoch: [30][ 501/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000339 (0.000321) Content loss 0.245619 (0.254751) Adversarial loss 0.000000 (0.000000) D(HR) 0.401 ( 0.612) D(SR) 0.000 ( 0.000)
Epoch: [30][ 601/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000307 (0.000320) Content loss 0.222351 (0.255362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.617) D(SR) 0.000 ( 0.000)
Epoch: [30][ 701/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000394 (0.000319) Content loss 0.284194 (0.253975) Adversarial loss 0.000000 (0.000000) D(HR) 0.940 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [30][ 801/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000318) Content loss 0.185443 (0.253905) Adversarial loss 0.000000 (0.000000) D(HR) 0.775 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [30][ 901/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000303 (0.000317) Content loss 0.260099 (0.254254) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [30][1001/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000417 (0.000317) Content loss 0.257086 (0.253831) Adversarial loss 0.000000 (0.000000) D(HR) 0.034 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [30][1101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000347 (0.000316) Content loss 0.251521 (0.253421) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][1201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000405 (0.000316) Content loss 0.361270 (0.253428) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [30][1301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000344 (0.000314) Content loss 0.243592 (0.252972) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [30][1401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000314) Content loss 0.162743 (0.252941) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [30][1501/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000315) Content loss 0.309745 (0.252907) Adversarial loss 0.000000 (0.000000) D(HR) 0.890 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [30][1601/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000360 (0.000315) Content loss 0.300286 (0.253045) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][1701/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000300 (0.000316) Content loss 0.204453 (0.252869) Adversarial loss 0.000000 (0.000000) D(HR) 0.901 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [30][1801/2490] Time 0.241 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000430 (0.000316) Content loss 0.316534 (0.252857) Adversarial loss 0.000000 (0.000000) D(HR) 0.815 ( 0.602) D(SR) 0.000 ( 0.000)
Epoch: [30][1901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000316) Content loss 0.160729 (0.252541) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][2001/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000314) Content loss 0.180226 (0.252758) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.600) D(SR) 0.000 ( 0.000)
Epoch: [30][2101/2490] Time 0.197 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000314) Content loss 0.250231 (0.253029) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.599) D(SR) 0.000 ( 0.000)
Epoch: [30][2201/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000374 (0.000314) Content loss 0.271080 (0.253224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.598) D(SR) 0.000 ( 0.000)
Epoch: [30][2301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000309 (0.000314) Content loss 0.305814 (0.253245) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.597) D(SR) 0.000 ( 0.000)
Epoch: [30][2401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000322 (0.000315) Content loss 0.316333 (0.253392) Adversarial loss 0.000000 (0.000000) D(HR) 0.824 ( 0.599) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 26.43 (26.43) SSIM 0.9649 (0.9649)
Test: [2/5] Time 0.254 ( 0.199) PSNR 40.02 (33.23) SSIM 0.9818 (0.9733)
Test: [3/5] Time 0.131 ( 0.177) PSNR 40.04 (35.50) SSIM 0.9823 (0.9763)
Test: [4/5] Time 0.196 ( 0.182) PSNR 33.88 (35.09) SSIM 0.9628 (0.9729)
Test: [5/5] Time 0.132 ( 0.172) PSNR 26.32 (33.34) SSIM 0.9581 (0.9700)
* Time 0.17 PSNR 33.34 SSIM 0.97
Epoch: [31][ 1/2490] Time 0.258 ( 0.258) Data 0.000 ( 0.000) Pixel loss 0.000340 (0.000340) Content loss 0.246304 (0.246304) Adversarial loss 0.000000 (0.000000) D(HR) 0.168 ( 0.168) D(SR) 0.000 ( 0.000)
Epoch: [31][ 101/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000279) Content loss 0.267258 (0.247468) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.530) D(SR) 0.000 ( 0.000)
Epoch: [31][ 201/2490] Time 0.187 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000295) Content loss 0.254669 (0.250744) Adversarial loss 0.000000 (0.000000) D(HR) 0.513 ( 0.558) D(SR) 0.000 ( 0.000)
Epoch: [31][ 301/2490] Time 0.187 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000303) Content loss 0.262387 (0.252034) Adversarial loss 0.000000 (0.000000) D(HR) 0.014 ( 0.623) D(SR) 0.000 ( 0.000)
Epoch: [31][ 401/2490] Time 0.178 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000305) Content loss 0.217804 (0.252131) Adversarial loss 0.000000 (0.000000) D(HR) 0.067 ( 0.640) D(SR) 0.000 ( 0.000)
Epoch: [31][ 501/2490] Time 0.192 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000345 (0.000306) Content loss 0.262418 (0.252116) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.661) D(SR) 0.000 ( 0.000)
Epoch: [31][ 601/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000306) Content loss 0.198666 (0.251826) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.665) D(SR) 0.000 ( 0.000)
Epoch: [31][ 701/2490] Time 0.190 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000307) Content loss 0.255914 (0.251818) Adversarial loss 0.000000 (0.000000) D(HR) 0.698 ( 0.672) D(SR) 0.000 ( 0.000)
Epoch: [31][ 801/2490] Time 0.186 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000378 (0.000307) Content loss 0.246193 (0.252943) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.678) D(SR) 0.000 ( 0.000)
Epoch: [31][ 901/2490] Time 0.192 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000308) Content loss 0.263631 (0.252144) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.679) D(SR) 0.000 ( 0.000)
Epoch: [31][1001/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000266 (0.000306) Content loss 0.226170 (0.252607) Adversarial loss 0.000000 (0.000000) D(HR) 0.968 ( 0.685) D(SR) 0.000 ( 0.000)
Epoch: [31][1101/2490] Time 0.192 ( 0.190) Data 0.001 ( 0.000) Pixel loss 0.000314 (0.000305) Content loss 0.309936 (0.252983) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.689) D(SR) 0.000 ( 0.000)
Epoch: [31][1201/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000360 (0.000305) Content loss 0.292460 (0.252801) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.690) D(SR) 0.000 ( 0.000)
Epoch: [31][1301/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000306) Content loss 0.229043 (0.252847) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.694) D(SR) 0.000 ( 0.000)
Epoch: [31][1401/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000306) Content loss 0.211376 (0.252563) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.695) D(SR) 0.000 ( 0.000)
Epoch: [31][1501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000342 (0.000306) Content loss 0.278698 (0.252737) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [31][1601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000342 (0.000308) Content loss 0.262027 (0.252909) Adversarial loss 0.000000 (0.000000) D(HR) 0.935 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [31][1701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000443 (0.000308) Content loss 0.324132 (0.252819) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [31][1801/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000305 (0.000308) Content loss 0.271991 (0.252644) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [31][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000308) Content loss 0.240272 (0.252465) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [31][2001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000289 (0.000308) Content loss 0.267372 (0.252588) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [31][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000308) Content loss 0.288809 (0.252867) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [31][2201/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000308) Content loss 0.280230 (0.252899) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [31][2301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000308) Content loss 0.216008 (0.252967) Adversarial loss 0.000000 (0.000000) D(HR) 0.061 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [31][2401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000457 (0.000308) Content loss 0.256418 (0.252861) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 25.21 (25.21) SSIM 0.9625 (0.9625)
Test: [2/5] Time 0.250 ( 0.196) PSNR 41.16 (33.19) SSIM 0.9814 (0.9720)
Test: [3/5] Time 0.152 ( 0.181) PSNR 41.22 (35.86) SSIM 0.9820 (0.9753)
Test: [4/5] Time 0.264 ( 0.202) PSNR 31.41 (34.75) SSIM 0.9601 (0.9715)
Test: [5/5] Time 0.132 ( 0.188) PSNR 25.12 (32.82) SSIM 0.9562 (0.9684)
* Time 0.19 PSNR 32.82 SSIM 0.97
Epoch: [32][ 1/2490] Time 0.295 ( 0.295) Data 0.000 ( 0.000) Pixel loss 0.000312 (0.000312) Content loss 0.239158 (0.239158) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [32][ 101/2490] Time 0.195 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000321 (0.000290) Content loss 0.247633 (0.249873) Adversarial loss 0.000000 (0.000000) D(HR) 0.972 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [32][ 201/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000382 (0.000289) Content loss 0.274886 (0.246759) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [32][ 301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000407 (0.000288) Content loss 0.275209 (0.250289) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [32][ 401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000367 (0.000292) Content loss 0.305262 (0.251898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [32][ 501/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000358 (0.000291) Content loss 0.261087 (0.252708) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [32][ 601/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000321 (0.000293) Content loss 0.292826 (0.253070) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [32][ 701/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000330 (0.000296) Content loss 0.268557 (0.253676) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [32][ 801/2490] Time 0.197 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000413 (0.000298) Content loss 0.305346 (0.252937) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [32][ 901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000301) Content loss 0.280353 (0.253451) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [32][1001/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000299) Content loss 0.293797 (0.252727) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [32][1101/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000141 (0.000297) Content loss 0.181637 (0.252513) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [32][1201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000386 (0.000297) Content loss 0.285280 (0.252832) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [32][1301/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000318 (0.000296) Content loss 0.256301 (0.253025) Adversarial loss 0.000000 (0.000000) D(HR) 0.991 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [32][1401/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000298) Content loss 0.265900 (0.253160) Adversarial loss 0.000000 (0.000000) D(HR) 0.051 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [32][1501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000297) Content loss 0.194416 (0.252844) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [32][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000396 (0.000298) Content loss 0.308389 (0.252685) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [32][1701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000323 (0.000298) Content loss 0.251783 (0.252974) Adversarial loss 0.000000 (0.000000) D(HR) 0.789 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [32][1801/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000342 (0.000298) Content loss 0.233712 (0.252752) Adversarial loss 0.000000 (0.000000) D(HR) 0.156 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [32][1901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000298) Content loss 0.278255 (0.252738) Adversarial loss 0.000000 (0.000000) D(HR) 0.035 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [32][2001/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000238 (0.000298) Content loss 0.217905 (0.252738) Adversarial loss 0.000000 (0.000000) D(HR) 0.147 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [32][2101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000298) Content loss 0.264575 (0.252861) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [32][2201/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000339 (0.000297) Content loss 0.212650 (0.252894) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [32][2301/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000405 (0.000298) Content loss 0.245595 (0.252747) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [32][2401/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000297) Content loss 0.240582 (0.252736) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.729) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 25.14 (25.14) SSIM 0.9628 (0.9628)
Test: [2/5] Time 0.256 ( 0.198) PSNR 37.28 (31.21) SSIM 0.9819 (0.9723)
Test: [3/5] Time 0.152 ( 0.183) PSNR 37.33 (33.25) SSIM 0.9824 (0.9757)
Test: [4/5] Time 0.225 ( 0.193) PSNR 31.24 (32.75) SSIM 0.9605 (0.9719)
Test: [5/5] Time 0.132 ( 0.181) PSNR 25.04 (31.21) SSIM 0.9566 (0.9688)
* Time 0.18 PSNR 31.21 SSIM 0.97
Epoch: [33][ 1/2490] Time 0.301 ( 0.301) Data 0.000 ( 0.000) Pixel loss 0.000335 (0.000335) Content loss 0.279907 (0.279907) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [33][ 101/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000277) Content loss 0.208099 (0.252779) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [33][ 201/2490] Time 0.192 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000312 (0.000286) Content loss 0.215319 (0.251454) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [33][ 301/2490] Time 0.192 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000286) Content loss 0.257768 (0.252832) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [33][ 401/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000288) Content loss 0.209395 (0.250932) Adversarial loss 0.000000 (0.000000) D(HR) 0.678 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [33][ 501/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000288) Content loss 0.238357 (0.251019) Adversarial loss 0.000000 (0.000000) D(HR) 0.977 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [33][ 601/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000293) Content loss 0.183520 (0.250750) Adversarial loss 0.000000 (0.000000) D(HR) 0.747 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [33][ 701/2490] Time 0.242 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000293) Content loss 0.235198 (0.250885) Adversarial loss 0.000000 (0.000000) D(HR) 0.971 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [33][ 801/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000294) Content loss 0.210411 (0.250845) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.739) D(SR) 0.000 ( 0.000)
Epoch: [33][ 901/2490] Time 0.196 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000298 (0.000296) Content loss 0.270380 (0.251362) Adversarial loss 0.000000 (0.000000) D(HR) 0.984 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [33][1001/2490] Time 0.197 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000359 (0.000295) Content loss 0.170613 (0.250973) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [33][1101/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000297) Content loss 0.302544 (0.251181) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [33][1201/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000296) Content loss 0.230923 (0.251047) Adversarial loss 0.000000 (0.000000) D(HR) 0.986 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [33][1301/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000296) Content loss 0.268493 (0.250997) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [33][1401/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000296) Content loss 0.216315 (0.251005) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [33][1501/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000294) Content loss 0.229559 (0.251371) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [33][1601/2490] Time 0.187 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000294) Content loss 0.231217 (0.251722) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [33][1701/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000350 (0.000295) Content loss 0.290352 (0.252003) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [33][1801/2490] Time 0.197 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000295) Content loss 0.271358 (0.252258) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [33][1901/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000406 (0.000295) Content loss 0.293687 (0.252349) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [33][2001/2490] Time 0.196 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000342 (0.000296) Content loss 0.252358 (0.252663) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [33][2101/2490] Time 0.237 ( 0.194) Data 0.001 ( 0.000) Pixel loss 0.000272 (0.000295) Content loss 0.282034 (0.252388) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [33][2201/2490] Time 0.197 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000316 (0.000295) Content loss 0.260356 (0.252370) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [33][2301/2490] Time 0.194 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000295) Content loss 0.241945 (0.252391) Adversarial loss 0.000000 (0.000000) D(HR) 0.917 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [33][2401/2490] Time 0.195 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000294) Content loss 0.297231 (0.252436) Adversarial loss 0.000000 (0.000000) D(HR) 0.503 ( 0.731) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 26.11 (26.11) SSIM 0.9621 (0.9621)
Test: [2/5] Time 0.260 ( 0.200) PSNR 38.14 (32.13) SSIM 0.9799 (0.9710)
Test: [3/5] Time 0.148 ( 0.183) PSNR 38.23 (34.16) SSIM 0.9807 (0.9742)
Test: [4/5] Time 0.250 ( 0.200) PSNR 31.83 (33.58) SSIM 0.9603 (0.9707)
Test: [5/5] Time 0.132 ( 0.186) PSNR 26.01 (32.06) SSIM 0.9559 (0.9678)
* Time 0.19 PSNR 32.06 SSIM 0.97
Epoch: [34][ 1/2490] Time 0.313 ( 0.313) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000242) Content loss 0.241702 (0.241702) Adversarial loss 0.000000 (0.000000) D(HR) 0.051 ( 0.051) D(SR) 0.000 ( 0.000)
Epoch: [34][ 101/2490] Time 0.197 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000427 (0.000283) Content loss 0.288546 (0.245657) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.606) D(SR) 0.000 ( 0.000)
Epoch: [34][ 201/2490] Time 0.199 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000383 (0.000294) Content loss 0.252090 (0.249203) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.647) D(SR) 0.000 ( 0.000)
Epoch: [34][ 301/2490] Time 0.199 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000325 (0.000297) Content loss 0.250701 (0.248601) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.664) D(SR) 0.000 ( 0.000)
Epoch: [34][ 401/2490] Time 0.199 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000363 (0.000295) Content loss 0.240409 (0.247238) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.665) D(SR) 0.000 ( 0.000)
Epoch: [34][ 501/2490] Time 0.194 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000315 (0.000295) Content loss 0.266803 (0.248829) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.674) D(SR) 0.000 ( 0.000)
Epoch: [34][ 601/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000306 (0.000294) Content loss 0.262187 (0.249218) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.695) D(SR) 0.000 ( 0.000)
Epoch: [34][ 701/2490] Time 0.195 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000306 (0.000296) Content loss 0.260291 (0.250463) Adversarial loss 0.000000 (0.000000) D(HR) 0.826 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [34][ 801/2490] Time 0.199 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000267 (0.000294) Content loss 0.238531 (0.249740) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [34][ 901/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000370 (0.000293) Content loss 0.270847 (0.249954) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [34][1001/2490] Time 0.199 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000313 (0.000291) Content loss 0.286862 (0.249757) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [34][1101/2490] Time 0.199 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000292) Content loss 0.228510 (0.249818) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [34][1201/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000293) Content loss 0.232578 (0.250112) Adversarial loss 0.000000 (0.000000) D(HR) 0.013 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [34][1301/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000337 (0.000294) Content loss 0.290499 (0.250475) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [34][1401/2490] Time 0.189 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000341 (0.000294) Content loss 0.260254 (0.250429) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [34][1501/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000298 (0.000293) Content loss 0.295351 (0.250169) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [34][1601/2490] Time 0.196 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000293) Content loss 0.249369 (0.250217) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [34][1701/2490] Time 0.197 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000292) Content loss 0.162408 (0.250032) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [34][1801/2490] Time 0.195 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000321 (0.000292) Content loss 0.280604 (0.250402) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [34][1901/2490] Time 0.197 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000293) Content loss 0.222211 (0.250400) Adversarial loss 0.000000 (0.000000) D(HR) 0.955 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [34][2001/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000382 (0.000292) Content loss 0.258864 (0.250266) Adversarial loss 0.000000 (0.000000) D(HR) 0.988 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [34][2101/2490] Time 0.196 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000292) Content loss 0.262570 (0.250718) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [34][2201/2490] Time 0.199 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000292) Content loss 0.286071 (0.250871) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [34][2301/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000292) Content loss 0.306129 (0.251128) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [34][2401/2490] Time 0.199 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000292) Content loss 0.195828 (0.250980) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.143 ( 0.143) PSNR 25.06 (25.06) SSIM 0.9613 (0.9613)
Test: [2/5] Time 0.191 ( 0.167) PSNR 37.92 (31.49) SSIM 0.9813 (0.9713)
Test: [3/5] Time 0.130 ( 0.155) PSNR 37.99 (33.66) SSIM 0.9820 (0.9748)
Test: [4/5] Time 0.208 ( 0.168) PSNR 31.09 (33.01) SSIM 0.9606 (0.9713)
Test: [5/5] Time 0.132 ( 0.161) PSNR 24.87 (31.39) SSIM 0.9547 (0.9680)
* Time 0.16 PSNR 31.39 SSIM 0.97
Epoch: [35][ 1/2490] Time 0.321 ( 0.321) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000290) Content loss 0.229713 (0.229713) Adversarial loss 0.000000 (0.000000) D(HR) 0.023 ( 0.023) D(SR) 0.000 ( 0.000)
Epoch: [35][ 101/2490] Time 0.196 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000326 (0.000289) Content loss 0.282890 (0.246808) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [35][ 201/2490] Time 0.196 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000292) Content loss 0.190537 (0.244980) Adversarial loss 0.000000 (0.000000) D(HR) 0.043 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [35][ 301/2490] Time 0.195 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000290) Content loss 0.225494 (0.246882) Adversarial loss 0.000000 (0.000000) D(HR) 0.994 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [35][ 401/2490] Time 0.201 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000294) Content loss 0.239427 (0.248983) Adversarial loss 0.000000 (0.000000) D(HR) 0.935 ( 0.742) D(SR) 0.000 ( 0.000)
Epoch: [35][ 501/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000293) Content loss 0.252859 (0.250190) Adversarial loss 0.000000 (0.000000) D(HR) 0.934 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [35][ 601/2490] Time 0.195 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000270 (0.000298) Content loss 0.222154 (0.250843) Adversarial loss 0.000000 (0.000000) D(HR) 0.899 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [35][ 701/2490] Time 0.193 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000296) Content loss 0.193383 (0.250940) Adversarial loss 0.000000 (0.000000) D(HR) 0.020 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [35][ 801/2490] Time 0.189 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000296) Content loss 0.252003 (0.250758) Adversarial loss 0.000000 (0.000000) D(HR) 0.991 ( 0.743) D(SR) 0.000 ( 0.000)
Epoch: [35][ 901/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000308 (0.000295) Content loss 0.268800 (0.250506) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [35][1001/2490] Time 0.197 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000293) Content loss 0.173975 (0.250775) Adversarial loss 0.000000 (0.000000) D(HR) 0.276 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [35][1101/2490] Time 0.193 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000420 (0.000292) Content loss 0.273038 (0.250285) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [35][1201/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000293) Content loss 0.264372 (0.250352) Adversarial loss 0.000000 (0.000000) D(HR) 0.061 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [35][1301/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000294) Content loss 0.183642 (0.250213) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [35][1401/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000292) Content loss 0.153967 (0.250426) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [35][1501/2490] Time 0.198 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000293) Content loss 0.265638 (0.251377) Adversarial loss 0.000000 (0.000000) D(HR) 0.598 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [35][1601/2490] Time 0.196 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000292) Content loss 0.243835 (0.250852) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [35][1701/2490] Time 0.198 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000292) Content loss 0.202370 (0.250325) Adversarial loss 0.000000 (0.000000) D(HR) 0.690 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [35][1801/2490] Time 0.199 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000291) Content loss 0.286942 (0.250494) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [35][1901/2490] Time 0.199 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000291) Content loss 0.213995 (0.250491) Adversarial loss 0.000000 (0.000000) D(HR) 0.583 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [35][2001/2490] Time 0.195 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000284 (0.000291) Content loss 0.281243 (0.250562) Adversarial loss 0.000000 (0.000000) D(HR) 0.806 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [35][2101/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000291) Content loss 0.234105 (0.250294) Adversarial loss 0.000000 (0.000000) D(HR) 0.029 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [35][2201/2490] Time 0.199 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000291) Content loss 0.249499 (0.250450) Adversarial loss 0.000000 (0.000000) D(HR) 0.101 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [35][2301/2490] Time 0.199 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000335 (0.000291) Content loss 0.299881 (0.250418) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [35][2401/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000290) Content loss 0.180806 (0.250706) Adversarial loss 0.000000 (0.000000) D(HR) 0.910 ( 0.726) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.147 ( 0.147) PSNR 27.13 (27.13) SSIM 0.9653 (0.9653)
Test: [2/5] Time 0.259 ( 0.203) PSNR 37.65 (32.39) SSIM 0.9821 (0.9737)
Test: [3/5] Time 0.167 ( 0.191) PSNR 37.86 (34.21) SSIM 0.9825 (0.9766)
Test: [4/5] Time 0.270 ( 0.211) PSNR 34.66 (34.32) SSIM 0.9630 (0.9732)
Test: [5/5] Time 0.132 ( 0.195) PSNR 26.78 (32.81) SSIM 0.9586 (0.9703)
* Time 0.20 PSNR 32.81 SSIM 0.97
Epoch: [36][ 1/2490] Time 0.236 ( 0.236) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000243) Content loss 0.215301 (0.215301) Adversarial loss 0.000000 (0.000000) D(HR) 0.897 ( 0.897) D(SR) 0.000 ( 0.000)
Epoch: [36][ 101/2490] Time 0.194 ( 0.201) Data 0.000 ( 0.000) Pixel loss 0.000299 (0.000287) Content loss 0.208044 (0.258553) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.774) D(SR) 0.000 ( 0.000)
Epoch: [36][ 201/2490] Time 0.199 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000293) Content loss 0.175841 (0.258502) Adversarial loss 0.000000 (0.000000) D(HR) 0.176 ( 0.758) D(SR) 0.000 ( 0.000)
Epoch: [36][ 301/2490] Time 0.197 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000283) Content loss 0.253542 (0.254835) Adversarial loss 0.000000 (0.000000) D(HR) 0.302 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [36][ 401/2490] Time 0.195 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000310 (0.000287) Content loss 0.248867 (0.254476) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [36][ 501/2490] Time 0.196 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000289) Content loss 0.277321 (0.255089) Adversarial loss 0.000000 (0.000000) D(HR) 0.020 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [36][ 601/2490] Time 0.194 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000289) Content loss 0.253458 (0.254651) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [36][ 701/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000288) Content loss 0.215961 (0.253469) Adversarial loss 0.000000 (0.000000) D(HR) 0.153 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [36][ 801/2490] Time 0.198 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000288) Content loss 0.278325 (0.253395) Adversarial loss 0.000000 (0.000000) D(HR) 0.978 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [36][ 901/2490] Time 0.195 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000285 (0.000288) Content loss 0.311269 (0.253419) Adversarial loss 0.000000 (0.000000) D(HR) 0.037 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [36][1001/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000328 (0.000288) Content loss 0.240598 (0.252854) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [36][1101/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000384 (0.000288) Content loss 0.292639 (0.252001) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [36][1201/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000397 (0.000286) Content loss 0.314784 (0.251661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [36][1301/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000277 (0.000287) Content loss 0.207237 (0.251607) Adversarial loss 0.000000 (0.000000) D(HR) 0.014 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [36][1401/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000288) Content loss 0.279509 (0.251450) Adversarial loss 0.000000 (0.000000) D(HR) 0.488 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [36][1501/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000288) Content loss 0.228284 (0.251504) Adversarial loss 0.000000 (0.000000) D(HR) 0.862 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [36][1601/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000381 (0.000287) Content loss 0.258157 (0.251161) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [36][1701/2490] Time 0.195 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000287) Content loss 0.229165 (0.251330) Adversarial loss 0.000000 (0.000000) D(HR) 0.986 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [36][1801/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000331 (0.000287) Content loss 0.226675 (0.251458) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [36][1901/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000407 (0.000288) Content loss 0.351475 (0.251517) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [36][2001/2490] Time 0.193 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000287) Content loss 0.210625 (0.251338) Adversarial loss 0.000000 (0.000000) D(HR) 0.024 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [36][2101/2490] Time 0.197 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000320 (0.000287) Content loss 0.251282 (0.251160) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [36][2201/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000305 (0.000287) Content loss 0.271255 (0.251157) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [36][2301/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000287) Content loss 0.232976 (0.250718) Adversarial loss 0.000000 (0.000000) D(HR) 0.351 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [36][2401/2490] Time 0.191 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000302 (0.000287) Content loss 0.246711 (0.250913) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.727) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 25.63 (25.63) SSIM 0.9605 (0.9605)
Test: [2/5] Time 0.273 ( 0.206) PSNR 38.18 (31.90) SSIM 0.9812 (0.9708)
Test: [3/5] Time 0.177 ( 0.196) PSNR 38.18 (34.00) SSIM 0.9817 (0.9745)
Test: [4/5] Time 0.271 ( 0.215) PSNR 32.70 (33.67) SSIM 0.9610 (0.9711)
Test: [5/5] Time 0.132 ( 0.198) PSNR 25.43 (32.02) SSIM 0.9538 (0.9676)
* Time 0.20 PSNR 32.02 SSIM 0.97
Epoch: [37][ 1/2490] Time 0.289 ( 0.289) Data 0.000 ( 0.000) Pixel loss 0.000377 (0.000377) Content loss 0.222605 (0.222605) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [37][ 101/2490] Time 0.193 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000310 (0.000292) Content loss 0.255724 (0.247972) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.743) D(SR) 0.000 ( 0.000)
Epoch: [37][ 201/2490] Time 0.196 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000290) Content loss 0.256691 (0.248540) Adversarial loss 0.000000 (0.000000) D(HR) 0.435 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [37][ 301/2490] Time 0.194 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000287) Content loss 0.202081 (0.248672) Adversarial loss 0.000000 (0.000000) D(HR) 0.026 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [37][ 401/2490] Time 0.196 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000362 (0.000284) Content loss 0.289227 (0.247852) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [37][ 501/2490] Time 0.196 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000127 (0.000289) Content loss 0.157318 (0.249952) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [37][ 601/2490] Time 0.189 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000286) Content loss 0.201749 (0.248587) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [37][ 701/2490] Time 0.196 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000327 (0.000287) Content loss 0.290173 (0.249134) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.751) D(SR) 0.000 ( 0.000)
Epoch: [37][ 801/2490] Time 0.195 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000288) Content loss 0.197172 (0.248404) Adversarial loss 0.000000 (0.000000) D(HR) 0.980 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [37][ 901/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000303 (0.000289) Content loss 0.239423 (0.248797) Adversarial loss 0.000000 (0.000000) D(HR) 0.968 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [37][1001/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000323 (0.000289) Content loss 0.240256 (0.249393) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [37][1101/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000321 (0.000289) Content loss 0.261750 (0.249693) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [37][1201/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000308 (0.000289) Content loss 0.258122 (0.249817) Adversarial loss 0.000000 (0.000000) D(HR) 0.757 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [37][1301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000305 (0.000288) Content loss 0.278414 (0.249451) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [37][1401/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000287) Content loss 0.217878 (0.249243) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [37][1501/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000287) Content loss 0.204523 (0.249186) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [37][1601/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000381 (0.000287) Content loss 0.278137 (0.249757) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [37][1701/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000286) Content loss 0.216639 (0.249863) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [37][1801/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000318 (0.000286) Content loss 0.271774 (0.249782) Adversarial loss 0.000000 (0.000000) D(HR) 0.797 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [37][1901/2490] Time 0.196 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000393 (0.000284) Content loss 0.298943 (0.249674) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [37][2001/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000283) Content loss 0.231331 (0.249708) Adversarial loss 0.000000 (0.000000) D(HR) 0.445 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [37][2101/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000283) Content loss 0.250699 (0.249496) Adversarial loss 0.000000 (0.000000) D(HR) 0.387 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [37][2201/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000261 (0.000283) Content loss 0.233601 (0.249580) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [37][2301/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000350 (0.000282) Content loss 0.247209 (0.249337) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [37][2401/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000281) Content loss 0.155985 (0.249215) Adversarial loss 0.000000 (0.000000) D(HR) 0.678 ( 0.728) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 28.36 (28.36) SSIM 0.9626 (0.9626)
Test: [2/5] Time 0.271 ( 0.206) PSNR 41.86 (35.11) SSIM 0.9816 (0.9721)
Test: [3/5] Time 0.153 ( 0.188) PSNR 41.85 (37.36) SSIM 0.9821 (0.9754)
Test: [4/5] Time 0.259 ( 0.206) PSNR 34.92 (36.75) SSIM 0.9611 (0.9719)
Test: [5/5] Time 0.132 ( 0.191) PSNR 28.20 (35.04) SSIM 0.9557 (0.9686)
* Time 0.19 PSNR 35.04 SSIM 0.97
Epoch: [38][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000218) Content loss 0.231502 (0.231502) Adversarial loss 0.000000 (0.000000) D(HR) 0.181 ( 0.181) D(SR) 0.000 ( 0.000)
Epoch: [38][ 101/2490] Time 0.195 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000270) Content loss 0.194851 (0.248831) Adversarial loss 0.000000 (0.000000) D(HR) 0.004 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [38][ 201/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000267) Content loss 0.249740 (0.251406) Adversarial loss 0.000000 (0.000000) D(HR) 0.018 ( 0.743) D(SR) 0.000 ( 0.000)
Epoch: [38][ 301/2490] Time 0.198 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000416 (0.000268) Content loss 0.324628 (0.250658) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [38][ 401/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000271) Content loss 0.193319 (0.250393) Adversarial loss 0.000000 (0.000000) D(HR) 0.117 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [38][ 501/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000273) Content loss 0.297792 (0.250001) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [38][ 601/2490] Time 0.201 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000273) Content loss 0.262772 (0.249758) Adversarial loss 0.000000 (0.000000) D(HR) 0.943 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [38][ 701/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000272) Content loss 0.219227 (0.249820) Adversarial loss 0.000000 (0.000000) D(HR) 0.011 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [38][ 801/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000274) Content loss 0.190330 (0.250381) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [38][ 901/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000274) Content loss 0.189650 (0.249529) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.676) D(SR) 0.000 ( 0.000)
Epoch: [38][1001/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000274) Content loss 0.209966 (0.249501) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.660) D(SR) 0.000 ( 0.002)
Epoch: [38][1101/2490] Time 0.198 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000326 (0.000275) Content loss 0.264565 (0.249445) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.600) D(SR) 0.000 ( 0.001)
Epoch: [38][1201/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000276) Content loss 0.252254 (0.249238) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.550) D(SR) 0.000 ( 0.001)
Epoch: [38][1301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000274) Content loss 0.211681 (0.249061) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.508) D(SR) 0.000 ( 0.001)
Epoch: [38][1401/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000275) Content loss 0.171998 (0.249394) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.471) D(SR) 0.000 ( 0.001)
Epoch: [38][1501/2490] Time 0.198 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000275) Content loss 0.215140 (0.249267) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.440) D(SR) 0.000 ( 0.001)
Epoch: [38][1601/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000274) Content loss 0.260558 (0.249651) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.412) D(SR) 0.000 ( 0.001)
Epoch: [38][1701/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000273) Content loss 0.231562 (0.249914) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.388) D(SR) 0.000 ( 0.001)
Epoch: [38][1801/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000286 (0.000273) Content loss 0.274739 (0.250229) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.367) D(SR) 0.000 ( 0.001)
Epoch: [38][1901/2490] Time 0.196 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000273) Content loss 0.217993 (0.250694) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.347) D(SR) 0.000 ( 0.001)
Epoch: [38][2001/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000272) Content loss 0.274614 (0.250545) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.330) D(SR) 0.000 ( 0.001)
Epoch: [38][2101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000272) Content loss 0.217829 (0.250507) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.314) D(SR) 0.000 ( 0.001)
Epoch: [38][2201/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000241 (0.000273) Content loss 0.236633 (0.250460) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.300) D(SR) 0.000 ( 0.001)
Epoch: [38][2301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000267 (0.000273) Content loss 0.247078 (0.250212) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.287) D(SR) 0.000 ( 0.001)
Epoch: [38][2401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000271) Content loss 0.264986 (0.249858) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.275) D(SR) 0.000 ( 0.001)
Test: [1/5] Time 0.143 ( 0.143) PSNR 25.66 (25.66) SSIM 0.9637 (0.9637)
Test: [2/5] Time 0.308 ( 0.225) PSNR 39.17 (32.41) SSIM 0.9818 (0.9727)
Test: [3/5] Time 0.178 ( 0.210) PSNR 39.23 (34.69) SSIM 0.9823 (0.9759)
Test: [4/5] Time 0.291 ( 0.230) PSNR 32.17 (34.06) SSIM 0.9618 (0.9724)
Test: [5/5] Time 0.132 ( 0.210) PSNR 25.57 (32.36) SSIM 0.9573 (0.9694)
* Time 0.21 PSNR 32.36 SSIM 0.97
Epoch: [39][ 1/2490] Time 0.292 ( 0.292) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000290) Content loss 0.290846 (0.290846) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 101/2490] Time 0.191 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000284 (0.000273) Content loss 0.258167 (0.249328) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 201/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000310 (0.000274) Content loss 0.235520 (0.247790) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000278) Content loss 0.275831 (0.249358) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 401/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000275) Content loss 0.255734 (0.249495) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 501/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000336 (0.000271) Content loss 0.267671 (0.248113) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][ 601/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000369 (0.000272) Content loss 0.314381 (0.248919) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000271) Content loss 0.275763 (0.248256) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 801/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000270) Content loss 0.221317 (0.249044) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][ 901/2490] Time 0.197 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000270) Content loss 0.246443 (0.249592) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][1001/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000272) Content loss 0.192747 (0.249520) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][1101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000291 (0.000272) Content loss 0.292007 (0.249558) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [39][1201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000271) Content loss 0.249076 (0.249316) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000271) Content loss 0.257976 (0.248769) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000271) Content loss 0.239476 (0.248772) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000266 (0.000270) Content loss 0.264330 (0.248581) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1601/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000270) Content loss 0.223834 (0.248579) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000320 (0.000270) Content loss 0.236799 (0.248556) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1801/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000269) Content loss 0.285656 (0.248566) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][1901/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000269) Content loss 0.240665 (0.248490) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][2001/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000269) Content loss 0.285133 (0.248490) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][2101/2490] Time 0.204 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000118 (0.000269) Content loss 0.177689 (0.248423) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][2201/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000269) Content loss 0.238817 (0.248498) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][2301/2490] Time 0.176 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000325 (0.000268) Content loss 0.267747 (0.248285) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Epoch: [39][2401/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000268) Content loss 0.175043 (0.248126) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.001) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 27.10 (27.10) SSIM 0.9645 (0.9645)
Test: [2/5] Time 0.310 ( 0.227) PSNR 40.56 (33.83) SSIM 0.9818 (0.9731)
Test: [3/5] Time 0.183 ( 0.212) PSNR 40.34 (36.00) SSIM 0.9823 (0.9762)
Test: [4/5] Time 0.302 ( 0.235) PSNR 34.30 (35.57) SSIM 0.9624 (0.9728)
Test: [5/5] Time 0.132 ( 0.214) PSNR 26.74 (33.81) SSIM 0.9578 (0.9698)
* Time 0.21 PSNR 33.81 SSIM 0.97
Epoch: [40][ 1/2490] Time 0.319 ( 0.319) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000352) Content loss 0.252002 (0.252002) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [40][ 101/2490] Time 0.191 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000295 (0.000270) Content loss 0.245623 (0.250026) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [40][ 201/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000272) Content loss 0.181690 (0.251210) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [40][ 301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000270) Content loss 0.213157 (0.248851) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [40][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000310 (0.000269) Content loss 0.323205 (0.246904) Adversarial loss 0.000000 (0.000000) D(HR) 0.991 ( 0.002) D(SR) 0.000 ( 0.000)
Epoch: [40][ 501/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000398 (0.000267) Content loss 0.259683 (0.245922) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][ 601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000265) Content loss 0.268800 (0.245795) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][ 701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000267) Content loss 0.253811 (0.246300) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.003) D(SR) 0.000 ( 0.000)
Epoch: [40][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000322 (0.000266) Content loss 0.263097 (0.246917) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000313 (0.000267) Content loss 0.293903 (0.246571) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1001/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000267) Content loss 0.208354 (0.246954) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.003) D(SR) 0.000 ( 0.000)
Epoch: [40][1101/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000269) Content loss 0.204092 (0.247593) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000269) Content loss 0.227001 (0.247764) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000360 (0.000269) Content loss 0.299042 (0.247748) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000269) Content loss 0.240634 (0.247827) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000268) Content loss 0.248261 (0.247881) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000268) Content loss 0.260930 (0.247419) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000177 (0.000268) Content loss 0.184488 (0.247592) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1801/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000321 (0.000268) Content loss 0.274735 (0.247537) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000268) Content loss 0.225102 (0.247268) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][2001/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000268) Content loss 0.216009 (0.247066) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000267) Content loss 0.246732 (0.247020) Adversarial loss 0.000000 (0.000001) D(HR) 0.000 ( 0.004) D(SR) 0.000 ( 0.000)
Epoch: [40][2201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000267) Content loss 0.183064 (0.246974) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.031) D(SR) 0.000 ( 0.000)
Epoch: [40][2301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000267) Content loss 0.247766 (0.247048) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.067) D(SR) 0.000 ( 0.000)
Epoch: [40][2401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000268) Content loss 0.225267 (0.246920) Adversarial loss 0.000000 (0.000001) D(HR) 0.696 ( 0.101) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 27.64 (27.64) SSIM 0.9638 (0.9638)
Test: [2/5] Time 0.324 ( 0.233) PSNR 40.15 (33.90) SSIM 0.9815 (0.9726)
Test: [3/5] Time 0.180 ( 0.215) PSNR 40.13 (35.97) SSIM 0.9821 (0.9758)
Test: [4/5] Time 0.289 ( 0.234) PSNR 34.84 (35.69) SSIM 0.9630 (0.9726)
Test: [5/5] Time 0.132 ( 0.214) PSNR 27.24 (34.00) SSIM 0.9566 (0.9694)
* Time 0.21 PSNR 34.00 SSIM 0.97
Epoch: [41][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000269) Content loss 0.296598 (0.296598) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [41][ 101/2490] Time 0.185 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000129 (0.000254) Content loss 0.232492 (0.244791) Adversarial loss 0.000000 (0.000000) D(HR) 0.008 ( 0.767) D(SR) 0.000 ( 0.000)
Epoch: [41][ 201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000252) Content loss 0.239072 (0.244820) Adversarial loss 0.000000 (0.000000) D(HR) 0.945 ( 0.831) D(SR) 0.000 ( 0.000)
Epoch: [41][ 301/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000265 (0.000251) Content loss 0.276242 (0.246217) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.841) D(SR) 0.000 ( 0.000)
Epoch: [41][ 401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000255) Content loss 0.295307 (0.247327) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.857) D(SR) 0.000 ( 0.000)
Epoch: [41][ 501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000251) Content loss 0.248079 (0.245700) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.853) D(SR) 0.000 ( 0.000)
Epoch: [41][ 601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000382 (0.000253) Content loss 0.272449 (0.246828) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.862) D(SR) 0.000 ( 0.000)
Epoch: [41][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000334 (0.000257) Content loss 0.204748 (0.246585) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.859) D(SR) 0.000 ( 0.000)
Epoch: [41][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000258) Content loss 0.235753 (0.246934) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.868) D(SR) 0.000 ( 0.000)
Epoch: [41][ 901/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000258) Content loss 0.200615 (0.247140) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.869) D(SR) 0.000 ( 0.000)
Epoch: [41][1001/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000260) Content loss 0.151755 (0.247414) Adversarial loss 0.000000 (0.000000) D(HR) 0.354 ( 0.872) D(SR) 0.000 ( 0.000)
Epoch: [41][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000259) Content loss 0.282164 (0.247757) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.871) D(SR) 0.000 ( 0.000)
Epoch: [41][1201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000371 (0.000259) Content loss 0.365588 (0.247809) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.869) D(SR) 0.000 ( 0.000)
Epoch: [41][1301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000259) Content loss 0.203798 (0.247420) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.871) D(SR) 0.000 ( 0.000)
Epoch: [41][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000261) Content loss 0.283764 (0.247792) Adversarial loss 0.000000 (0.000000) D(HR) 0.006 ( 0.869) D(SR) 0.000 ( 0.000)
Epoch: [41][1501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000262) Content loss 0.278517 (0.248185) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.870) D(SR) 0.000 ( 0.000)
Epoch: [41][1601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000285 (0.000263) Content loss 0.263483 (0.248062) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.869) D(SR) 0.000 ( 0.000)
Epoch: [41][1701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000285 (0.000263) Content loss 0.271724 (0.248270) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.872) D(SR) 0.000 ( 0.000)
Epoch: [41][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000263) Content loss 0.238417 (0.248179) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.878) D(SR) 0.000 ( 0.000)
Epoch: [41][1901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000336 (0.000263) Content loss 0.312046 (0.247937) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.882) D(SR) 0.000 ( 0.000)
Epoch: [41][2001/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000262) Content loss 0.276649 (0.247859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.886) D(SR) 0.000 ( 0.000)
Epoch: [41][2101/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000429 (0.000262) Content loss 0.285782 (0.247851) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.889) D(SR) 0.000 ( 0.000)
Epoch: [41][2201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000421 (0.000263) Content loss 0.266211 (0.247886) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.893) D(SR) 0.000 ( 0.000)
Epoch: [41][2301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000263) Content loss 0.255211 (0.247801) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.897) D(SR) 0.000 ( 0.000)
Epoch: [41][2401/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000263) Content loss 0.217046 (0.247889) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.900) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 27.54 (27.54) SSIM 0.9611 (0.9611)
Test: [2/5] Time 0.297 ( 0.221) PSNR 40.80 (34.17) SSIM 0.9810 (0.9710)
Test: [3/5] Time 0.192 ( 0.211) PSNR 41.02 (36.45) SSIM 0.9817 (0.9746)
Test: [4/5] Time 0.278 ( 0.228) PSNR 34.57 (35.98) SSIM 0.9587 (0.9706)
Test: [5/5] Time 0.132 ( 0.209) PSNR 27.31 (34.25) SSIM 0.9544 (0.9674)
* Time 0.21 PSNR 34.25 SSIM 0.97
Epoch: [42][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000211) Content loss 0.185415 (0.185415) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [42][ 101/2490] Time 0.195 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000296 (0.000249) Content loss 0.268500 (0.248216) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.963) D(SR) 0.000 ( 0.000)
Epoch: [42][ 201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000357 (0.000261) Content loss 0.297704 (0.244113) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.968) D(SR) 0.000 ( 0.000)
Epoch: [42][ 301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000262) Content loss 0.186864 (0.245718) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [42][ 401/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000261) Content loss 0.225693 (0.245372) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.969) D(SR) 0.000 ( 0.000)
Epoch: [42][ 501/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000324 (0.000257) Content loss 0.271755 (0.245730) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.969) D(SR) 0.000 ( 0.000)
Epoch: [42][ 601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000257) Content loss 0.235278 (0.245785) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [42][ 701/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000259) Content loss 0.212326 (0.245753) Adversarial loss 0.000000 (0.000000) D(HR) 0.618 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [42][ 801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000259) Content loss 0.235227 (0.245873) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [42][ 901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000308 (0.000259) Content loss 0.311938 (0.246071) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [42][1001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000325 (0.000261) Content loss 0.317814 (0.246848) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.000)
Epoch: [42][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000335 (0.000262) Content loss 0.318177 (0.247196) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.975) D(SR) 0.000 ( 0.000)
Epoch: [42][1201/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000262) Content loss 0.265148 (0.247168) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.975) D(SR) 0.000 ( 0.000)
Epoch: [42][1301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000204 (0.000264) Content loss 0.219226 (0.247093) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.976) D(SR) 0.000 ( 0.000)
Epoch: [42][1401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000316 (0.000263) Content loss 0.321460 (0.247265) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.974) D(SR) 0.000 ( 0.000)
Epoch: [42][1501/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000263) Content loss 0.236174 (0.247681) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.000)
Epoch: [42][1601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000263) Content loss 0.283324 (0.247663) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.000)
Epoch: [42][1701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000262) Content loss 0.249472 (0.247494) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.972) D(SR) 0.000 ( 0.000)
Epoch: [42][1801/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000262) Content loss 0.246931 (0.247323) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.972) D(SR) 0.000 ( 0.000)
Epoch: [42][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000261) Content loss 0.237590 (0.247387) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.972) D(SR) 0.000 ( 0.000)
Epoch: [42][2001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000335 (0.000261) Content loss 0.301648 (0.246935) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.974) D(SR) 0.000 ( 0.000)
Epoch: [42][2101/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000261) Content loss 0.234717 (0.247073) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.974) D(SR) 0.000 ( 0.000)
Epoch: [42][2201/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000262) Content loss 0.187262 (0.247279) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.975) D(SR) 0.000 ( 0.000)
Epoch: [42][2301/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000288 (0.000262) Content loss 0.221258 (0.246857) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.976) D(SR) 0.000 ( 0.000)
Epoch: [42][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000311 (0.000261) Content loss 0.259546 (0.246699) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.977) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 28.06 (28.06) SSIM 0.9649 (0.9649)
Test: [2/5] Time 0.321 ( 0.233) PSNR 40.33 (34.19) SSIM 0.9818 (0.9733)
Test: [3/5] Time 0.172 ( 0.212) PSNR 40.22 (36.20) SSIM 0.9823 (0.9763)
Test: [4/5] Time 0.288 ( 0.231) PSNR 35.71 (36.08) SSIM 0.9629 (0.9730)
Test: [5/5] Time 0.132 ( 0.212) PSNR 27.64 (34.39) SSIM 0.9580 (0.9700)
* Time 0.21 PSNR 34.39 SSIM 0.97
Epoch: [43][ 1/2490] Time 0.270 ( 0.270) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000248) Content loss 0.262694 (0.262694) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [43][ 101/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000269) Content loss 0.196506 (0.243963) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [43][ 201/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000259) Content loss 0.277303 (0.245714) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.776) D(SR) 0.000 ( 0.000)
Epoch: [43][ 301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000252) Content loss 0.207031 (0.244074) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.532) D(SR) 0.000 ( 0.000)
Epoch: [43][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000257) Content loss 0.211228 (0.246891) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.431) D(SR) 0.000 ( 0.000)
Epoch: [43][ 501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000256) Content loss 0.226614 (0.245571) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.363) D(SR) 0.000 ( 0.000)
Epoch: [43][ 601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000288 (0.000258) Content loss 0.255209 (0.246656) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.315) D(SR) 0.000 ( 0.000)
Epoch: [43][ 701/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000344 (0.000261) Content loss 0.320830 (0.246802) Adversarial loss 0.000000 (0.000000) D(HR) 0.022 ( 0.287) D(SR) 0.000 ( 0.000)
Epoch: [43][ 801/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000319 (0.000261) Content loss 0.222660 (0.245845) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.260) D(SR) 0.000 ( 0.000)
Epoch: [43][ 901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000260) Content loss 0.244023 (0.246312) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.241) D(SR) 0.000 ( 0.000)
Epoch: [43][1001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000267 (0.000259) Content loss 0.239376 (0.246039) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.222) D(SR) 0.000 ( 0.000)
Epoch: [43][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000270 (0.000259) Content loss 0.235306 (0.246599) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.212) D(SR) 0.000 ( 0.000)
Epoch: [43][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000259) Content loss 0.275172 (0.246453) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.199) D(SR) 0.000 ( 0.000)
Epoch: [43][1301/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000296 (0.000258) Content loss 0.263003 (0.246378) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.188) D(SR) 0.000 ( 0.000)
Epoch: [43][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000375 (0.000259) Content loss 0.301583 (0.246566) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.182) D(SR) 0.000 ( 0.000)
Epoch: [43][1501/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000258) Content loss 0.201878 (0.246735) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.174) D(SR) 0.000 ( 0.000)
Epoch: [43][1601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000258) Content loss 0.226691 (0.246848) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.166) D(SR) 0.000 ( 0.000)
Epoch: [43][1701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000317 (0.000259) Content loss 0.298135 (0.246995) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.162) D(SR) 0.000 ( 0.000)
Epoch: [43][1801/2490] Time 0.197 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000258) Content loss 0.250063 (0.247038) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.164) D(SR) 0.000 ( 0.000)
Epoch: [43][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000257) Content loss 0.270798 (0.246973) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.169) D(SR) 0.000 ( 0.000)
Epoch: [43][2001/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000257) Content loss 0.270853 (0.246854) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.178) D(SR) 0.000 ( 0.000)
Epoch: [43][2101/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000257) Content loss 0.198277 (0.246790) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.189) D(SR) 0.000 ( 0.000)
Epoch: [43][2201/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000257) Content loss 0.252494 (0.246548) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.196) D(SR) 0.000 ( 0.000)
Epoch: [43][2301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000258) Content loss 0.204403 (0.246774) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.210) D(SR) 0.000 ( 0.000)
Epoch: [43][2401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000343 (0.000258) Content loss 0.251117 (0.246796) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.218) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.148 ( 0.148) PSNR 31.26 (31.26) SSIM 0.9666 (0.9666)
Test: [2/5] Time 0.308 ( 0.228) PSNR 41.71 (36.49) SSIM 0.9820 (0.9743)
Test: [3/5] Time 0.171 ( 0.209) PSNR 41.81 (38.26) SSIM 0.9826 (0.9770)
Test: [4/5] Time 0.311 ( 0.235) PSNR 39.60 (38.60) SSIM 0.9627 (0.9735)
Test: [5/5] Time 0.132 ( 0.214) PSNR 30.58 (36.99) SSIM 0.9598 (0.9707)
* Time 0.21 PSNR 36.99 SSIM 0.97
Epoch: [44][ 1/2490] Time 0.273 ( 0.273) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000263) Content loss 0.272946 (0.272946) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [44][ 101/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000246) Content loss 0.214601 (0.246588) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.354) D(SR) 0.000 ( 0.000)
Epoch: [44][ 201/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000244) Content loss 0.247126 (0.244555) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.356) D(SR) 0.000 ( 0.000)
Epoch: [44][ 301/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000243) Content loss 0.270598 (0.243305) Adversarial loss 0.000000 (0.000000) D(HR) 0.321 ( 0.360) D(SR) 0.000 ( 0.000)
Epoch: [44][ 401/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000243) Content loss 0.164751 (0.244054) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.368) D(SR) 0.000 ( 0.000)
Epoch: [44][ 501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000245) Content loss 0.275351 (0.243304) Adversarial loss 0.000000 (0.000000) D(HR) 0.800 ( 0.366) D(SR) 0.000 ( 0.000)
Epoch: [44][ 601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000246) Content loss 0.195139 (0.243914) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.375) D(SR) 0.000 ( 0.000)
Epoch: [44][ 701/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000248) Content loss 0.264710 (0.244305) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.374) D(SR) 0.000 ( 0.000)
Epoch: [44][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000350 (0.000249) Content loss 0.343999 (0.244684) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.369) D(SR) 0.000 ( 0.000)
Epoch: [44][ 901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000248) Content loss 0.202720 (0.245607) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.374) D(SR) 0.000 ( 0.000)
Epoch: [44][1001/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000248) Content loss 0.192653 (0.245976) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.375) D(SR) 0.000 ( 0.000)
Epoch: [44][1101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000249) Content loss 0.256276 (0.246156) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.372) D(SR) 0.000 ( 0.000)
Epoch: [44][1201/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000398 (0.000249) Content loss 0.281960 (0.246444) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.378) D(SR) 0.000 ( 0.000)
Epoch: [44][1301/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000250) Content loss 0.258413 (0.247197) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.381) D(SR) 0.000 ( 0.000)
Epoch: [44][1401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000250) Content loss 0.228256 (0.247411) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.377) D(SR) 0.000 ( 0.000)
Epoch: [44][1501/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000251) Content loss 0.262668 (0.247439) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.378) D(SR) 0.000 ( 0.000)
Epoch: [44][1601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000251) Content loss 0.273482 (0.247441) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.380) D(SR) 0.000 ( 0.000)
Epoch: [44][1701/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000252) Content loss 0.233608 (0.247315) Adversarial loss 0.000000 (0.000000) D(HR) 0.844 ( 0.383) D(SR) 0.000 ( 0.000)
Epoch: [44][1801/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000252) Content loss 0.261760 (0.247006) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.387) D(SR) 0.000 ( 0.000)
Epoch: [44][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000253) Content loss 0.217304 (0.247054) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.392) D(SR) 0.000 ( 0.000)
Epoch: [44][2001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000252) Content loss 0.280685 (0.246636) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.387) D(SR) 0.000 ( 0.000)
Epoch: [44][2101/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000252) Content loss 0.277582 (0.246599) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.390) D(SR) 0.000 ( 0.000)
Epoch: [44][2201/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000253) Content loss 0.230725 (0.247149) Adversarial loss 0.000000 (0.000000) D(HR) 0.812 ( 0.393) D(SR) 0.000 ( 0.000)
Epoch: [44][2301/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000252) Content loss 0.249729 (0.247041) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.393) D(SR) 0.000 ( 0.000)
Epoch: [44][2401/2490] Time 0.203 ( 0.192) Data 0.001 ( 0.000) Pixel loss 0.000344 (0.000253) Content loss 0.267663 (0.246951) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.394) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.159 ( 0.159) PSNR 27.65 (27.65) SSIM 0.9648 (0.9648)
Test: [2/5] Time 0.287 ( 0.223) PSNR 39.84 (33.75) SSIM 0.9813 (0.9730)
Test: [3/5] Time 0.183 ( 0.209) PSNR 39.83 (35.77) SSIM 0.9819 (0.9760)
Test: [4/5] Time 0.308 ( 0.234) PSNR 33.40 (35.18) SSIM 0.9618 (0.9724)
Test: [5/5] Time 0.132 ( 0.214) PSNR 27.50 (33.64) SSIM 0.9584 (0.9696)
* Time 0.21 PSNR 33.64 SSIM 0.97
Epoch: [45][ 1/2490] Time 0.285 ( 0.285) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000225) Content loss 0.220045 (0.220045) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [45][ 101/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000257) Content loss 0.245327 (0.242696) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.287) D(SR) 0.000 ( 0.000)
Epoch: [45][ 201/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000257) Content loss 0.213444 (0.244553) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.334) D(SR) 0.000 ( 0.000)
Epoch: [45][ 301/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000252) Content loss 0.267637 (0.244105) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.319) D(SR) 0.000 ( 0.000)
Epoch: [45][ 401/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000270 (0.000256) Content loss 0.219894 (0.244649) Adversarial loss 0.000000 (0.000000) D(HR) 0.038 ( 0.354) D(SR) 0.000 ( 0.000)
Epoch: [45][ 501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000316 (0.000256) Content loss 0.250249 (0.245558) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.368) D(SR) 0.000 ( 0.000)
Epoch: [45][ 601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000255) Content loss 0.277718 (0.246711) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.379) D(SR) 0.000 ( 0.000)
Epoch: [45][ 701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000343 (0.000253) Content loss 0.324638 (0.247040) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.367) D(SR) 0.000 ( 0.000)
Epoch: [45][ 801/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000252) Content loss 0.229384 (0.246447) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.362) D(SR) 0.000 ( 0.000)
Epoch: [45][ 901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000253) Content loss 0.216597 (0.246856) Adversarial loss 0.000000 (0.000000) D(HR) 0.010 ( 0.370) D(SR) 0.000 ( 0.000)
Epoch: [45][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000252) Content loss 0.209897 (0.246854) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.374) D(SR) 0.000 ( 0.000)
Epoch: [45][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000265 (0.000253) Content loss 0.284270 (0.247119) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.377) D(SR) 0.000 ( 0.000)
Epoch: [45][1201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000253) Content loss 0.276551 (0.247713) Adversarial loss 0.000000 (0.000000) D(HR) 0.779 ( 0.386) D(SR) 0.000 ( 0.000)
Epoch: [45][1301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000253) Content loss 0.239909 (0.247216) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.386) D(SR) 0.000 ( 0.000)
Epoch: [45][1401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000253) Content loss 0.250639 (0.246980) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.382) D(SR) 0.000 ( 0.000)
Epoch: [45][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000254) Content loss 0.267164 (0.246818) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.380) D(SR) 0.000 ( 0.000)
Epoch: [45][1601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000346 (0.000254) Content loss 0.238702 (0.247480) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.387) D(SR) 0.000 ( 0.000)
Epoch: [45][1701/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000291 (0.000254) Content loss 0.273119 (0.247516) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.388) D(SR) 0.000 ( 0.000)
Epoch: [45][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000254) Content loss 0.337242 (0.247152) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.387) D(SR) 0.000 ( 0.000)
Epoch: [45][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000254) Content loss 0.197380 (0.247228) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.386) D(SR) 0.000 ( 0.000)
Epoch: [45][2001/2490] Time 0.198 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000255) Content loss 0.272618 (0.247331) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.389) D(SR) 0.000 ( 0.000)
Epoch: [45][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000254) Content loss 0.250479 (0.247240) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.388) D(SR) 0.000 ( 0.000)
Epoch: [45][2201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000254) Content loss 0.184298 (0.247295) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.387) D(SR) 0.000 ( 0.000)
Epoch: [45][2301/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000254) Content loss 0.287793 (0.247185) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.386) D(SR) 0.000 ( 0.000)
Epoch: [45][2401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000254) Content loss 0.204906 (0.247090) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.387) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.143 ( 0.143) PSNR 29.29 (29.29) SSIM 0.9650 (0.9650)
Test: [2/5] Time 0.311 ( 0.227) PSNR 42.18 (35.73) SSIM 0.9803 (0.9727)
Test: [3/5] Time 0.182 ( 0.212) PSNR 42.32 (37.93) SSIM 0.9812 (0.9755)
Test: [4/5] Time 0.309 ( 0.236) PSNR 36.35 (37.54) SSIM 0.9630 (0.9724)
Test: [5/5] Time 0.132 ( 0.215) PSNR 29.06 (35.84) SSIM 0.9581 (0.9695)
* Time 0.22 PSNR 35.84 SSIM 0.97
Epoch: [46][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000251) Content loss 0.260379 (0.260379) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [46][ 101/2490] Time 0.191 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000248) Content loss 0.274091 (0.245173) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.373) D(SR) 0.000 ( 0.000)
Epoch: [46][ 201/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000359 (0.000260) Content loss 0.259546 (0.247521) Adversarial loss 0.000000 (0.000000) D(HR) 0.733 ( 0.354) D(SR) 0.000 ( 0.000)
Epoch: [46][ 301/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000334 (0.000259) Content loss 0.190728 (0.249120) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.392) D(SR) 0.000 ( 0.000)
Epoch: [46][ 401/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000260) Content loss 0.222890 (0.249195) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.406) D(SR) 0.000 ( 0.000)
Epoch: [46][ 501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000258) Content loss 0.210096 (0.248615) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.397) D(SR) 0.000 ( 0.000)
Epoch: [46][ 601/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000257) Content loss 0.276285 (0.247467) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.393) D(SR) 0.000 ( 0.000)
Epoch: [46][ 701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000289 (0.000254) Content loss 0.259913 (0.247249) Adversarial loss 0.000000 (0.000000) D(HR) 0.823 ( 0.384) D(SR) 0.000 ( 0.000)
Epoch: [46][ 801/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000252) Content loss 0.266210 (0.246741) Adversarial loss 0.000000 (0.000000) D(HR) 0.109 ( 0.391) D(SR) 0.000 ( 0.000)
Epoch: [46][ 901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000299 (0.000251) Content loss 0.307142 (0.246255) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.384) D(SR) 0.000 ( 0.000)
Epoch: [46][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000249) Content loss 0.241179 (0.245283) Adversarial loss 0.000000 (0.000000) D(HR) 0.687 ( 0.373) D(SR) 0.000 ( 0.000)
Epoch: [46][1101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000250) Content loss 0.231903 (0.246150) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.373) D(SR) 0.000 ( 0.000)
Epoch: [46][1201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000249) Content loss 0.230715 (0.245414) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.364) D(SR) 0.000 ( 0.000)
Epoch: [46][1301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000249) Content loss 0.248431 (0.245891) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.366) D(SR) 0.000 ( 0.000)
Epoch: [46][1401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000250) Content loss 0.301023 (0.246249) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.371) D(SR) 0.000 ( 0.000)
Epoch: [46][1501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000249) Content loss 0.270903 (0.246056) Adversarial loss 0.000000 (0.000000) D(HR) 0.295 ( 0.374) D(SR) 0.000 ( 0.000)
Epoch: [46][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000249) Content loss 0.219496 (0.245813) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.377) D(SR) 0.000 ( 0.007)
Epoch: [46][1701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000249) Content loss 0.239275 (0.245639) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.361) D(SR) 0.000 ( 0.006)
Epoch: [46][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000284 (0.000249) Content loss 0.208339 (0.245712) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.349) D(SR) 0.000 ( 0.006)
Epoch: [46][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000249) Content loss 0.291635 (0.245805) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.340) D(SR) 0.000 ( 0.006)
Epoch: [46][2001/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000279 (0.000249) Content loss 0.231304 (0.245817) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.327) D(SR) 0.000 ( 0.005)
Epoch: [46][2101/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000249) Content loss 0.252491 (0.245944) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.319) D(SR) 0.000 ( 0.005)
Epoch: [46][2201/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000249) Content loss 0.243216 (0.245920) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.311) D(SR) 0.000 ( 0.005)
Epoch: [46][2301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000250) Content loss 0.233175 (0.246260) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.306) D(SR) 0.000 ( 0.005)
Epoch: [46][2401/2490] Time 0.179 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000250) Content loss 0.229955 (0.246035) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.298) D(SR) 0.000 ( 0.004)
Test: [1/5] Time 0.146 ( 0.146) PSNR 26.19 (26.19) SSIM 0.9626 (0.9626)
Test: [2/5] Time 0.326 ( 0.236) PSNR 38.65 (32.42) SSIM 0.9806 (0.9716)
Test: [3/5] Time 0.176 ( 0.216) PSNR 38.75 (34.53) SSIM 0.9815 (0.9749)
Test: [4/5] Time 0.274 ( 0.230) PSNR 35.04 (34.66) SSIM 0.9628 (0.9719)
Test: [5/5] Time 0.133 ( 0.211) PSNR 25.73 (32.87) SSIM 0.9553 (0.9686)
* Time 0.21 PSNR 32.87 SSIM 0.97
Epoch: [47][ 1/2490] Time 0.255 ( 0.255) Data 0.000 ( 0.000) Pixel loss 0.000295 (0.000295) Content loss 0.235574 (0.235574) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [47][ 101/2490] Time 0.189 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000265 (0.000231) Content loss 0.226339 (0.245322) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.115) D(SR) 0.000 ( 0.000)
Epoch: [47][ 201/2490] Time 0.193 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000237) Content loss 0.281625 (0.241598) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.124) D(SR) 0.000 ( 0.000)
Epoch: [47][ 301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000245) Content loss 0.360947 (0.244206) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.142) D(SR) 0.000 ( 0.000)
Epoch: [47][ 401/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000247) Content loss 0.255431 (0.244782) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.136) D(SR) 0.000 ( 0.000)
Epoch: [47][ 501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000247) Content loss 0.199011 (0.244253) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.140) D(SR) 0.000 ( 0.000)
Epoch: [47][ 601/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000273 (0.000250) Content loss 0.244390 (0.243687) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.140) D(SR) 0.000 ( 0.000)
Epoch: [47][ 701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000248) Content loss 0.280384 (0.243210) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.139) D(SR) 0.000 ( 0.000)
Epoch: [47][ 801/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000261 (0.000249) Content loss 0.246162 (0.243310) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.136) D(SR) 0.000 ( 0.000)
Epoch: [47][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000249) Content loss 0.296444 (0.244297) Adversarial loss 0.000000 (0.000000) D(HR) 0.975 ( 0.134) D(SR) 0.000 ( 0.000)
Epoch: [47][1001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000248) Content loss 0.185391 (0.243999) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.132) D(SR) 0.000 ( 0.000)
Epoch: [47][1101/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000249) Content loss 0.249108 (0.244172) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.136) D(SR) 0.000 ( 0.000)
Epoch: [47][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000249) Content loss 0.257500 (0.244468) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.132) D(SR) 0.000 ( 0.000)
Epoch: [47][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000249) Content loss 0.211092 (0.244394) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.132) D(SR) 0.000 ( 0.000)
Epoch: [47][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000249) Content loss 0.202727 (0.244481) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.131) D(SR) 0.000 ( 0.000)
Epoch: [47][1501/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000291 (0.000249) Content loss 0.198496 (0.244132) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.131) D(SR) 0.000 ( 0.000)
Epoch: [47][1601/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000307 (0.000249) Content loss 0.249292 (0.244397) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.135) D(SR) 0.000 ( 0.000)
Epoch: [47][1701/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000250) Content loss 0.218075 (0.244345) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.137) D(SR) 0.000 ( 0.000)
Epoch: [47][1801/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000250) Content loss 0.239455 (0.244305) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.142) D(SR) 0.000 ( 0.000)
Epoch: [47][1901/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000328 (0.000250) Content loss 0.236208 (0.244465) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.144) D(SR) 0.000 ( 0.000)
Epoch: [47][2001/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000250) Content loss 0.257260 (0.243928) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.142) D(SR) 0.000 ( 0.000)
Epoch: [47][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000332 (0.000251) Content loss 0.223295 (0.244180) Adversarial loss 0.000000 (0.000000) D(HR) 0.236 ( 0.146) D(SR) 0.000 ( 0.000)
Epoch: [47][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000251) Content loss 0.174817 (0.244571) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.149) D(SR) 0.000 ( 0.000)
Epoch: [47][2301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000251) Content loss 0.240315 (0.244565) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.151) D(SR) 0.000 ( 0.000)
Epoch: [47][2401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000251) Content loss 0.263516 (0.244593) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.150) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.147 ( 0.147) PSNR 27.40 (27.40) SSIM 0.9638 (0.9638)
Test: [2/5] Time 0.291 ( 0.219) PSNR 40.39 (33.90) SSIM 0.9812 (0.9725)
Test: [3/5] Time 0.194 ( 0.211) PSNR 40.36 (36.05) SSIM 0.9817 (0.9756)
Test: [4/5] Time 0.305 ( 0.234) PSNR 34.14 (35.57) SSIM 0.9609 (0.9719)
Test: [5/5] Time 0.132 ( 0.214) PSNR 27.15 (33.89) SSIM 0.9569 (0.9689)
* Time 0.21 PSNR 33.89 SSIM 0.97
Epoch: [48][ 1/2490] Time 0.289 ( 0.289) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000281) Content loss 0.249881 (0.249881) Adversarial loss 0.000000 (0.000000) D(HR) 0.168 ( 0.168) D(SR) 0.000 ( 0.000)
Epoch: [48][ 101/2490] Time 0.189 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000347 (0.000246) Content loss 0.206074 (0.245759) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.180) D(SR) 0.000 ( 0.000)
Epoch: [48][ 201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000246) Content loss 0.237339 (0.248141) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.169) D(SR) 0.000 ( 0.000)
Epoch: [48][ 301/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000250) Content loss 0.203370 (0.247746) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.159) D(SR) 0.000 ( 0.000)
Epoch: [48][ 401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000250) Content loss 0.205971 (0.247100) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.157) D(SR) 0.000 ( 0.000)
Epoch: [48][ 501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000249) Content loss 0.288305 (0.245572) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.157) D(SR) 0.000 ( 0.000)
Epoch: [48][ 601/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000248) Content loss 0.298272 (0.246765) Adversarial loss 0.000000 (0.000000) D(HR) 0.024 ( 0.167) D(SR) 0.000 ( 0.000)
Epoch: [48][ 701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000296 (0.000249) Content loss 0.290785 (0.246283) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.163) D(SR) 0.000 ( 0.000)
Epoch: [48][ 801/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000247) Content loss 0.172335 (0.246202) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.162) D(SR) 0.000 ( 0.000)
Epoch: [48][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000247) Content loss 0.224086 (0.246137) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.166) D(SR) 0.000 ( 0.000)
Epoch: [48][1001/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000248) Content loss 0.229881 (0.246069) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.167) D(SR) 0.000 ( 0.000)
Epoch: [48][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000247) Content loss 0.209647 (0.246356) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.193) D(SR) 0.000 ( 0.000)
Epoch: [48][1201/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000111 (0.000248) Content loss 0.168183 (0.246462) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.260) D(SR) 0.000 ( 0.000)
Epoch: [48][1301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000248) Content loss 0.290434 (0.246137) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.316) D(SR) 0.000 ( 0.000)
Epoch: [48][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000121 (0.000248) Content loss 0.159879 (0.245739) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.363) D(SR) 0.000 ( 0.000)
Epoch: [48][1501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000248) Content loss 0.274129 (0.245676) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.406) D(SR) 0.000 ( 0.000)
Epoch: [48][1601/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000248) Content loss 0.263046 (0.245461) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.442) D(SR) 0.000 ( 0.000)
Epoch: [48][1701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000282 (0.000248) Content loss 0.276841 (0.245590) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [48][1801/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000249) Content loss 0.273303 (0.245558) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.504) D(SR) 0.000 ( 0.000)
Epoch: [48][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000286 (0.000248) Content loss 0.224370 (0.245343) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.528) D(SR) 0.000 ( 0.000)
Epoch: [48][2001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000248) Content loss 0.220403 (0.245393) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.550) D(SR) 0.000 ( 0.000)
Epoch: [48][2101/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000248) Content loss 0.167938 (0.245442) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.571) D(SR) 0.000 ( 0.000)
Epoch: [48][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000249) Content loss 0.186315 (0.245314) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.590) D(SR) 0.000 ( 0.000)
Epoch: [48][2301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000249) Content loss 0.213193 (0.245203) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.607) D(SR) 0.000 ( 0.000)
Epoch: [48][2401/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000249) Content loss 0.270821 (0.245114) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.623) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.146 ( 0.146) PSNR 27.72 (27.72) SSIM 0.9634 (0.9634)
Test: [2/5] Time 0.309 ( 0.228) PSNR 40.02 (33.87) SSIM 0.9816 (0.9725)
Test: [3/5] Time 0.194 ( 0.216) PSNR 40.17 (35.97) SSIM 0.9825 (0.9758)
Test: [4/5] Time 0.294 ( 0.236) PSNR 34.35 (35.56) SSIM 0.9608 (0.9721)
Test: [5/5] Time 0.132 ( 0.215) PSNR 27.54 (33.96) SSIM 0.9571 (0.9691)
* Time 0.21 PSNR 33.96 SSIM 0.97
Epoch: [49][ 1/2490] Time 0.284 ( 0.284) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000246) Content loss 0.289032 (0.289032) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [49][ 101/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000247) Content loss 0.171298 (0.244661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.980) D(SR) 0.000 ( 0.000)
Epoch: [49][ 201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000244) Content loss 0.226491 (0.246987) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][ 301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000317 (0.000243) Content loss 0.264658 (0.245667) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][ 401/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000288 (0.000244) Content loss 0.258875 (0.244300) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.000)
Epoch: [49][ 501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000243) Content loss 0.215951 (0.242991) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][ 601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000242) Content loss 0.242357 (0.243169) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][ 701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000241) Content loss 0.219105 (0.242988) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000241) Content loss 0.228447 (0.242709) Adversarial loss 0.000000 (0.000000) D(HR) 0.980 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000240) Content loss 0.250485 (0.243023) Adversarial loss 0.000000 (0.000000) D(HR) 0.982 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000241) Content loss 0.190445 (0.242494) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][1101/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000241) Content loss 0.209175 (0.242795) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][1201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000241) Content loss 0.197298 (0.242854) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][1301/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000329 (0.000242) Content loss 0.273196 (0.243185) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][1401/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000242) Content loss 0.303687 (0.242954) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000302 (0.000243) Content loss 0.272008 (0.243125) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [49][1601/2490] Time 0.197 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000134 (0.000243) Content loss 0.187015 (0.243053) Adversarial loss 0.000000 (0.000000) D(HR) 0.029 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [49][1701/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000244) Content loss 0.261333 (0.243066) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [49][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000238 (0.000245) Content loss 0.231617 (0.243495) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000245) Content loss 0.279245 (0.243425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [49][2001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000244) Content loss 0.232597 (0.243376) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000244) Content loss 0.239326 (0.243296) Adversarial loss 0.000000 (0.000000) D(HR) 0.594 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [49][2201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000320 (0.000244) Content loss 0.261020 (0.243649) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [49][2301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000303 (0.000244) Content loss 0.255142 (0.243803) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [49][2401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000319 (0.000245) Content loss 0.265557 (0.243757) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 29.09 (29.09) SSIM 0.9675 (0.9675)
Test: [2/5] Time 0.316 ( 0.231) PSNR 39.94 (34.51) SSIM 0.9817 (0.9746)
Test: [3/5] Time 0.146 ( 0.203) PSNR 40.05 (36.36) SSIM 0.9825 (0.9772)
Test: [4/5] Time 0.313 ( 0.230) PSNR 36.99 (36.52) SSIM 0.9636 (0.9738)
Test: [5/5] Time 0.132 ( 0.211) PSNR 28.55 (34.92) SSIM 0.9610 (0.9713)
* Time 0.21 PSNR 34.92 SSIM 0.97
Epoch: [50][ 1/2490] Time 0.285 ( 0.285) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000239) Content loss 0.221360 (0.221360) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [50][ 101/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000235) Content loss 0.175122 (0.244771) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [50][ 201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000394 (0.000246) Content loss 0.259162 (0.245192) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [50][ 301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000346 (0.000245) Content loss 0.335368 (0.244875) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [50][ 401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000245) Content loss 0.210635 (0.244464) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][ 501/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000242) Content loss 0.225576 (0.243436) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [50][ 601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000241) Content loss 0.258309 (0.243713) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [50][ 701/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000241) Content loss 0.236922 (0.243653) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][ 801/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000242) Content loss 0.214010 (0.243425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [50][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000243) Content loss 0.253142 (0.243865) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [50][1001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000261 (0.000242) Content loss 0.306141 (0.244315) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [50][1101/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000243) Content loss 0.251046 (0.244444) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][1201/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000243) Content loss 0.244752 (0.244326) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [50][1301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000242) Content loss 0.234866 (0.244698) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][1401/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000244) Content loss 0.249245 (0.245300) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][1501/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000286 (0.000244) Content loss 0.245193 (0.245391) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [50][1601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000244) Content loss 0.235714 (0.244787) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][1701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000296 (0.000243) Content loss 0.240777 (0.244546) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [50][1801/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000243) Content loss 0.242768 (0.244434) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [50][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000243) Content loss 0.244170 (0.244452) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [50][2001/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000242) Content loss 0.226913 (0.244449) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [50][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000242) Content loss 0.299262 (0.244513) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [50][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000242) Content loss 0.264094 (0.244658) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [50][2301/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000241) Content loss 0.194044 (0.244568) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [50][2401/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000241) Content loss 0.267862 (0.244353) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 28.15 (28.15) SSIM 0.9629 (0.9629)
Test: [2/5] Time 0.314 ( 0.229) PSNR 40.25 (34.20) SSIM 0.9791 (0.9710)
Test: [3/5] Time 0.182 ( 0.213) PSNR 40.50 (36.30) SSIM 0.9799 (0.9740)
Test: [4/5] Time 0.315 ( 0.239) PSNR 35.08 (35.99) SSIM 0.9616 (0.9709)
Test: [5/5] Time 0.132 ( 0.217) PSNR 27.96 (34.39) SSIM 0.9553 (0.9678)
* Time 0.22 PSNR 34.39 SSIM 0.97
Epoch: [51][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000305 (0.000305) Content loss 0.264614 (0.264614) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [51][ 101/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000244) Content loss 0.202652 (0.248542) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [51][ 201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000249) Content loss 0.245807 (0.250170) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [51][ 301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000250) Content loss 0.274217 (0.246317) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [51][ 401/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000284 (0.000247) Content loss 0.229577 (0.243344) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [51][ 501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000241 (0.000247) Content loss 0.266811 (0.242581) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [51][ 601/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000312 (0.000243) Content loss 0.229697 (0.241437) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [51][ 701/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000243) Content loss 0.281170 (0.241194) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [51][ 801/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000242) Content loss 0.254729 (0.241933) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [51][ 901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000243) Content loss 0.238270 (0.241566) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [51][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000244) Content loss 0.229846 (0.242506) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [51][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000244) Content loss 0.239251 (0.242671) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [51][1201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000284 (0.000245) Content loss 0.298365 (0.242892) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [51][1301/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000245) Content loss 0.236702 (0.242808) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [51][1401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000246) Content loss 0.234459 (0.242943) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [51][1501/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000247) Content loss 0.227073 (0.243338) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [51][1601/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000357 (0.000248) Content loss 0.294514 (0.243385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [51][1701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000247) Content loss 0.194324 (0.243212) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [51][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000246) Content loss 0.253143 (0.243192) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [51][1901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000306 (0.000246) Content loss 0.298422 (0.243119) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [51][2001/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000247) Content loss 0.236921 (0.243386) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [51][2101/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000246) Content loss 0.238096 (0.243196) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [51][2201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000246) Content loss 0.206744 (0.243276) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [51][2301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000246) Content loss 0.238940 (0.243297) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [51][2401/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000246) Content loss 0.230640 (0.243175) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.170 ( 0.170) PSNR 26.68 (26.68) SSIM 0.9649 (0.9649)
Test: [2/5] Time 0.266 ( 0.218) PSNR 39.39 (33.03) SSIM 0.9818 (0.9734)
Test: [3/5] Time 0.192 ( 0.209) PSNR 39.23 (35.10) SSIM 0.9824 (0.9764)
Test: [4/5] Time 0.314 ( 0.236) PSNR 34.50 (34.95) SSIM 0.9625 (0.9729)
Test: [5/5] Time 0.132 ( 0.215) PSNR 26.34 (33.23) SSIM 0.9583 (0.9700)
* Time 0.21 PSNR 33.23 SSIM 0.97
Epoch: [52][ 1/2490] Time 0.293 ( 0.293) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000200) Content loss 0.214116 (0.214116) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [52][ 101/2490] Time 0.189 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000244) Content loss 0.222896 (0.235569) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.000)
Epoch: [52][ 201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000240) Content loss 0.232722 (0.235576) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [52][ 301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000238) Content loss 0.257085 (0.237114) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [52][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000109 (0.000231) Content loss 0.177264 (0.237500) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [52][ 501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000228) Content loss 0.220981 (0.237936) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [52][ 601/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000225) Content loss 0.154879 (0.236573) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [52][ 701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000224) Content loss 0.268376 (0.236681) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [52][ 801/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000224) Content loss 0.231806 (0.236740) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [52][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000223) Content loss 0.237014 (0.236538) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [52][1001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000223) Content loss 0.233416 (0.237197) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [52][1101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000223) Content loss 0.220292 (0.236816) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [52][1201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000222) Content loss 0.227295 (0.236570) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [52][1301/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000127 (0.000222) Content loss 0.166269 (0.236355) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [52][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000223) Content loss 0.240404 (0.236763) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [52][1501/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000223) Content loss 0.238463 (0.236317) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [52][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000222) Content loss 0.210367 (0.235888) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [52][1701/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000222) Content loss 0.239110 (0.235714) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [52][1801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000222) Content loss 0.222196 (0.235677) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [52][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000222) Content loss 0.240126 (0.235453) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [52][2001/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000223) Content loss 0.281163 (0.235917) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [52][2101/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000222) Content loss 0.171314 (0.235859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [52][2201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000222) Content loss 0.233884 (0.235808) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [52][2301/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000311 (0.000223) Content loss 0.322782 (0.235902) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [52][2401/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000223) Content loss 0.227853 (0.236006) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.160 ( 0.160) PSNR 29.47 (29.47) SSIM 0.9642 (0.9642)
Test: [2/5] Time 0.306 ( 0.233) PSNR 39.08 (34.27) SSIM 0.9794 (0.9718)
Test: [3/5] Time 0.174 ( 0.213) PSNR 39.29 (35.95) SSIM 0.9805 (0.9747)
Test: [4/5] Time 0.318 ( 0.240) PSNR 38.07 (36.48) SSIM 0.9638 (0.9720)
Test: [5/5] Time 0.132 ( 0.218) PSNR 28.80 (34.94) SSIM 0.9563 (0.9689)
* Time 0.22 PSNR 34.94 SSIM 0.97
Epoch: [53][ 1/2490] Time 0.294 ( 0.294) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000225) Content loss 0.303272 (0.303272) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [53][ 101/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000214) Content loss 0.258389 (0.230166) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.000)
Epoch: [53][ 201/2490] Time 0.242 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000266 (0.000224) Content loss 0.260017 (0.233372) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [53][ 301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000222) Content loss 0.276584 (0.235133) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [53][ 401/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000223) Content loss 0.157750 (0.235261) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [53][ 501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000222) Content loss 0.214396 (0.233758) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [53][ 601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000221) Content loss 0.300614 (0.233386) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [53][ 701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000221) Content loss 0.247340 (0.233388) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.000)
Epoch: [53][ 801/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000221) Content loss 0.230029 (0.233406) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [53][ 901/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000352 (0.000220) Content loss 0.254424 (0.233265) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [53][1001/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000220) Content loss 0.175425 (0.233778) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [53][1101/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000220) Content loss 0.219737 (0.233684) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [53][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000284 (0.000219) Content loss 0.324813 (0.233785) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [53][1301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000218) Content loss 0.293496 (0.233722) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [53][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000219) Content loss 0.282201 (0.233849) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [53][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000218) Content loss 0.147433 (0.233631) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][1601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000219) Content loss 0.228007 (0.233879) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [53][1701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000219) Content loss 0.205796 (0.234352) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000219) Content loss 0.241203 (0.233967) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000303 (0.000219) Content loss 0.248571 (0.234058) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][2001/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000219) Content loss 0.230394 (0.234183) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [53][2101/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000219) Content loss 0.207182 (0.234253) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000219) Content loss 0.246752 (0.234236) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][2301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000219) Content loss 0.192575 (0.234581) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [53][2401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000220) Content loss 0.270633 (0.234781) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 30.61 (30.61) SSIM 0.9651 (0.9651)
Test: [2/5] Time 0.264 ( 0.202) PSNR 40.90 (35.76) SSIM 0.9802 (0.9727)
Test: [3/5] Time 0.159 ( 0.188) PSNR 41.03 (37.51) SSIM 0.9809 (0.9754)
Test: [4/5] Time 0.261 ( 0.206) PSNR 39.14 (37.92) SSIM 0.9635 (0.9724)
Test: [5/5] Time 0.132 ( 0.191) PSNR 30.09 (36.35) SSIM 0.9576 (0.9695)
* Time 0.19 PSNR 36.35 SSIM 0.97
Epoch: [54][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000220) Content loss 0.236718 (0.236718) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [54][ 101/2490] Time 0.246 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000214) Content loss 0.283985 (0.232071) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [54][ 201/2490] Time 0.191 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000218) Content loss 0.264742 (0.231513) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [54][ 301/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000115 (0.000220) Content loss 0.185019 (0.234647) Adversarial loss 0.000000 (0.000000) D(HR) 0.530 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [54][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000218) Content loss 0.253437 (0.234722) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [54][ 501/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000221) Content loss 0.210314 (0.235721) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.000)
Epoch: [54][ 601/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000221) Content loss 0.283951 (0.235564) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.000)
Epoch: [54][ 701/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000204 (0.000220) Content loss 0.197602 (0.234720) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [54][ 801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000220) Content loss 0.195263 (0.234522) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [54][ 901/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000221) Content loss 0.212356 (0.235006) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [54][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000220) Content loss 0.203454 (0.234148) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [54][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000221) Content loss 0.194396 (0.234140) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [54][1201/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000221) Content loss 0.267469 (0.234279) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [54][1301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000221) Content loss 0.232609 (0.234699) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [54][1401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000220) Content loss 0.272395 (0.234111) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [54][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000220) Content loss 0.217669 (0.234004) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000220) Content loss 0.233401 (0.234179) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][1701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000319 (0.000220) Content loss 0.305750 (0.234001) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [54][1801/2490] Time 0.243 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000219) Content loss 0.242106 (0.234078) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][1901/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000295 (0.000219) Content loss 0.310807 (0.234182) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][2001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000219) Content loss 0.236057 (0.234223) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000218) Content loss 0.256697 (0.234046) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [54][2201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000219) Content loss 0.277720 (0.233898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][2301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000218) Content loss 0.257149 (0.234043) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [54][2401/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000218) Content loss 0.292732 (0.234223) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.143 ( 0.143) PSNR 29.74 (29.74) SSIM 0.9659 (0.9659)
Test: [2/5] Time 0.312 ( 0.227) PSNR 41.07 (35.41) SSIM 0.9793 (0.9726)
Test: [3/5] Time 0.187 ( 0.214) PSNR 41.06 (37.29) SSIM 0.9803 (0.9752)
Test: [4/5] Time 0.303 ( 0.236) PSNR 37.27 (37.29) SSIM 0.9624 (0.9720)
Test: [5/5] Time 0.132 ( 0.215) PSNR 28.98 (35.63) SSIM 0.9580 (0.9692)
* Time 0.22 PSNR 35.63 SSIM 0.97
Epoch: [55][ 1/2490] Time 0.272 ( 0.272) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000214) Content loss 0.247043 (0.247043) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [55][ 101/2490] Time 0.190 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000223) Content loss 0.195585 (0.232376) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.967) D(SR) 0.000 ( 0.000)
Epoch: [55][ 201/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000216) Content loss 0.175022 (0.234897) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.968) D(SR) 0.000 ( 0.000)
Epoch: [55][ 301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000214) Content loss 0.245376 (0.234031) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.979) D(SR) 0.000 ( 0.000)
Epoch: [55][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000214) Content loss 0.220222 (0.233825) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.982) D(SR) 0.000 ( 0.000)
Epoch: [55][ 501/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000135 (0.000214) Content loss 0.220703 (0.233183) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [55][ 601/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000215) Content loss 0.303593 (0.233482) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [55][ 701/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000215) Content loss 0.205270 (0.234386) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][ 801/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000213) Content loss 0.203278 (0.233257) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][ 901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000212) Content loss 0.259400 (0.233299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [55][1001/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000211) Content loss 0.235474 (0.233626) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [55][1101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000210) Content loss 0.250020 (0.233734) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [55][1201/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000211) Content loss 0.250423 (0.233752) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [55][1301/2490] Time 0.197 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000131 (0.000211) Content loss 0.187307 (0.234407) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [55][1401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000211) Content loss 0.237441 (0.234211) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][1501/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000211) Content loss 0.186208 (0.234296) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000212) Content loss 0.260372 (0.234403) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][1701/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000211) Content loss 0.249480 (0.234070) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [55][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000298 (0.000212) Content loss 0.275581 (0.234140) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][1901/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000213) Content loss 0.159137 (0.233869) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [55][2001/2490] Time 0.226 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000340 (0.000213) Content loss 0.336442 (0.233892) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [55][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000213) Content loss 0.236166 (0.233877) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [55][2201/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000213) Content loss 0.193467 (0.233755) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [55][2301/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000212) Content loss 0.199873 (0.233609) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [55][2401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000212) Content loss 0.232871 (0.233364) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.147 ( 0.147) PSNR 31.87 (31.87) SSIM 0.9623 (0.9623)
Test: [2/5] Time 0.326 ( 0.237) PSNR 41.84 (36.85) SSIM 0.9778 (0.9700)
Test: [3/5] Time 0.234 ( 0.236) PSNR 41.82 (38.51) SSIM 0.9790 (0.9730)
Test: [4/5] Time 0.319 ( 0.257) PSNR 39.22 (38.68) SSIM 0.9611 (0.9700)
Test: [5/5] Time 0.133 ( 0.232) PSNR 30.99 (37.14) SSIM 0.9544 (0.9669)
* Time 0.23 PSNR 37.14 SSIM 0.97
Epoch: [56][ 1/2490] Time 0.277 ( 0.277) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000181) Content loss 0.243226 (0.243226) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [56][ 101/2490] Time 0.191 ( 0.204) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000212) Content loss 0.184660 (0.239436) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [56][ 201/2490] Time 0.189 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000214) Content loss 0.218487 (0.236632) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.978) D(SR) 0.000 ( 0.000)
Epoch: [56][ 301/2490] Time 0.191 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000213) Content loss 0.238042 (0.236771) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.982) D(SR) 0.000 ( 0.000)
Epoch: [56][ 401/2490] Time 0.192 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000210) Content loss 0.296631 (0.236759) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [56][ 501/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000346 (0.000210) Content loss 0.233586 (0.234967) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [56][ 601/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000214) Content loss 0.250619 (0.235478) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [56][ 701/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000215) Content loss 0.142798 (0.235354) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [56][ 801/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000216) Content loss 0.285377 (0.235952) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][ 901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000216) Content loss 0.251280 (0.236684) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [56][1001/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000215) Content loss 0.292215 (0.236201) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][1101/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000214) Content loss 0.245808 (0.235705) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][1201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000214) Content loss 0.252485 (0.235622) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [56][1301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000214) Content loss 0.262928 (0.235536) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [56][1401/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000214) Content loss 0.257480 (0.236110) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][1501/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000214) Content loss 0.259800 (0.235779) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][1601/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000213) Content loss 0.253802 (0.235570) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][1701/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000109 (0.000214) Content loss 0.141897 (0.235556) Adversarial loss 0.000000 (0.000000) D(HR) 0.971 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [56][1801/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000214) Content loss 0.243838 (0.235643) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [56][1901/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000214) Content loss 0.223233 (0.235151) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [56][2001/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000279 (0.000214) Content loss 0.246240 (0.235098) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [56][2101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000215) Content loss 0.248805 (0.235135) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [56][2201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000215) Content loss 0.184481 (0.235128) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [56][2301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000215) Content loss 0.150601 (0.235189) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [56][2401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000215) Content loss 0.166851 (0.235072) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.30 (31.30) SSIM 0.9663 (0.9663)
Test: [2/5] Time 0.307 ( 0.224) PSNR 41.61 (36.46) SSIM 0.9803 (0.9733)
Test: [3/5] Time 0.192 ( 0.213) PSNR 41.75 (38.22) SSIM 0.9814 (0.9760)
Test: [4/5] Time 0.272 ( 0.228) PSNR 37.84 (38.13) SSIM 0.9637 (0.9729)
Test: [5/5] Time 0.132 ( 0.209) PSNR 30.96 (36.69) SSIM 0.9595 (0.9702)
* Time 0.21 PSNR 36.69 SSIM 0.97
Epoch: [57][ 1/2490] Time 0.304 ( 0.304) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000192) Content loss 0.247013 (0.247013) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [57][ 101/2490] Time 0.194 ( 0.202) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000203) Content loss 0.202333 (0.231563) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.951) D(SR) 0.000 ( 0.000)
Epoch: [57][ 201/2490] Time 0.185 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000208) Content loss 0.279823 (0.230358) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.965) D(SR) 0.000 ( 0.000)
Epoch: [57][ 301/2490] Time 0.190 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000327 (0.000214) Content loss 0.283908 (0.231645) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.000)
Epoch: [57][ 401/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000214) Content loss 0.225713 (0.232355) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.977) D(SR) 0.000 ( 0.000)
Epoch: [57][ 501/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000216) Content loss 0.246164 (0.230898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.981) D(SR) 0.000 ( 0.000)
Epoch: [57][ 601/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000215) Content loss 0.181000 (0.230714) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.981) D(SR) 0.000 ( 0.000)
Epoch: [57][ 701/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000292 (0.000215) Content loss 0.244920 (0.230589) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.982) D(SR) 0.000 ( 0.000)
Epoch: [57][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000289 (0.000216) Content loss 0.267795 (0.231234) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [57][ 901/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000217) Content loss 0.179298 (0.231793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [57][1001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000310 (0.000215) Content loss 0.248439 (0.231942) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [57][1101/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000214) Content loss 0.186725 (0.231674) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [57][1201/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000306 (0.000214) Content loss 0.245538 (0.231493) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [57][1301/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000215) Content loss 0.204164 (0.232176) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [57][1401/2490] Time 0.182 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000295 (0.000215) Content loss 0.279020 (0.232436) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [57][1501/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000215) Content loss 0.235964 (0.232273) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [57][1601/2490] Time 0.186 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000215) Content loss 0.222444 (0.232315) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [57][1701/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000216) Content loss 0.180617 (0.232571) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [57][1801/2490] Time 0.195 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000216) Content loss 0.275656 (0.232961) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [57][1901/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000216) Content loss 0.246539 (0.233297) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [57][2001/2490] Time 0.187 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000216) Content loss 0.226780 (0.232864) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [57][2101/2490] Time 0.189 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000215) Content loss 0.217569 (0.232916) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [57][2201/2490] Time 0.174 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000215) Content loss 0.231490 (0.232662) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [57][2301/2490] Time 0.187 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000215) Content loss 0.283656 (0.233001) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [57][2401/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000215) Content loss 0.216876 (0.233178) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.163 ( 0.163) PSNR 29.96 (29.96) SSIM 0.9660 (0.9660)
Test: [2/5] Time 0.237 ( 0.200) PSNR 40.00 (34.98) SSIM 0.9794 (0.9727)
Test: [3/5] Time 0.141 ( 0.180) PSNR 40.11 (36.69) SSIM 0.9805 (0.9753)
Test: [4/5] Time 0.233 ( 0.193) PSNR 37.01 (36.77) SSIM 0.9630 (0.9722)
Test: [5/5] Time 0.133 ( 0.181) PSNR 29.54 (35.33) SSIM 0.9594 (0.9697)
* Time 0.18 PSNR 35.33 SSIM 0.97
Epoch: [58][ 1/2490] Time 0.337 ( 0.337) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000224) Content loss 0.288521 (0.288521) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [58][ 101/2490] Time 0.194 ( 0.209) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000204) Content loss 0.264303 (0.227391) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [58][ 201/2490] Time 0.192 ( 0.204) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000205) Content loss 0.284401 (0.231853) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [58][ 301/2490] Time 0.187 ( 0.202) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000201) Content loss 0.243336 (0.231167) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [58][ 401/2490] Time 0.185 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000206) Content loss 0.252984 (0.231279) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [58][ 501/2490] Time 0.190 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000207) Content loss 0.237233 (0.232321) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [58][ 601/2490] Time 0.192 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000206) Content loss 0.219060 (0.231214) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [58][ 701/2490] Time 0.192 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000303 (0.000206) Content loss 0.262991 (0.231368) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [58][ 801/2490] Time 0.193 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000208) Content loss 0.290617 (0.232132) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [58][ 901/2490] Time 0.188 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000134 (0.000208) Content loss 0.180537 (0.231351) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [58][1001/2490] Time 0.192 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000144 (0.000209) Content loss 0.180063 (0.231498) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [58][1101/2490] Time 0.186 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000283 (0.000209) Content loss 0.243983 (0.231506) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][1201/2490] Time 0.185 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000208) Content loss 0.242573 (0.231274) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][1301/2490] Time 0.188 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000208) Content loss 0.240958 (0.231168) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][1401/2490] Time 0.183 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000209) Content loss 0.253048 (0.231188) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][1501/2490] Time 0.188 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000209) Content loss 0.243779 (0.231556) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [58][1601/2490] Time 0.185 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000209) Content loss 0.191844 (0.231299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [58][1701/2490] Time 0.186 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000209) Content loss 0.259685 (0.231424) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][1801/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000162 (0.000209) Content loss 0.259200 (0.231476) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][1901/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000208) Content loss 0.154546 (0.231470) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [58][2001/2490] Time 0.189 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000208) Content loss 0.220040 (0.231385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [58][2101/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000209) Content loss 0.217837 (0.231681) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][2201/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000209) Content loss 0.203239 (0.231838) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][2301/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000209) Content loss 0.279402 (0.232105) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [58][2401/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000209) Content loss 0.225250 (0.232481) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 31.12 (31.12) SSIM 0.9651 (0.9651)
Test: [2/5] Time 0.309 ( 0.227) PSNR 40.77 (35.94) SSIM 0.9788 (0.9720)
Test: [3/5] Time 0.191 ( 0.215) PSNR 40.87 (37.59) SSIM 0.9802 (0.9747)
Test: [4/5] Time 0.304 ( 0.237) PSNR 39.54 (38.07) SSIM 0.9632 (0.9718)
Test: [5/5] Time 0.132 ( 0.216) PSNR 30.40 (36.54) SSIM 0.9577 (0.9690)
* Time 0.22 PSNR 36.54 SSIM 0.97
Epoch: [59][ 1/2490] Time 0.286 ( 0.286) Data 0.000 ( 0.000) Pixel loss 0.000091 (0.000091) Content loss 0.161390 (0.161390) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [59][ 101/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000212) Content loss 0.211606 (0.230272) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [59][ 201/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000210) Content loss 0.244856 (0.231467) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [59][ 301/2490] Time 0.190 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000304 (0.000209) Content loss 0.307328 (0.231957) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][ 401/2490] Time 0.191 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000209) Content loss 0.217087 (0.232546) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][ 501/2490] Time 0.190 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000210) Content loss 0.217833 (0.231558) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [59][ 601/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000212) Content loss 0.190107 (0.231516) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [59][ 701/2490] Time 0.190 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000269 (0.000214) Content loss 0.273597 (0.232299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [59][ 801/2490] Time 0.191 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000216) Content loss 0.221311 (0.232339) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.000)
Epoch: [59][ 901/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000215) Content loss 0.198176 (0.231951) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.000)
Epoch: [59][1001/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000214) Content loss 0.256489 (0.231942) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [59][1101/2490] Time 0.192 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000162 (0.000213) Content loss 0.242954 (0.231787) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][1201/2490] Time 0.194 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000213) Content loss 0.275281 (0.232343) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][1301/2490] Time 0.194 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000212) Content loss 0.213192 (0.232154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][1401/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000266 (0.000211) Content loss 0.243885 (0.232236) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][1501/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000211) Content loss 0.230999 (0.232473) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][1601/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000212) Content loss 0.201469 (0.232895) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [59][1701/2490] Time 0.188 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000211) Content loss 0.253209 (0.232792) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [59][1801/2490] Time 0.184 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000211) Content loss 0.168657 (0.232550) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][1901/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000211) Content loss 0.235104 (0.232923) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][2001/2490] Time 0.191 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000210) Content loss 0.226667 (0.233162) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [59][2101/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000209) Content loss 0.273970 (0.233153) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [59][2201/2490] Time 0.194 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000210) Content loss 0.231464 (0.233307) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [59][2301/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000210) Content loss 0.247098 (0.233261) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [59][2401/2490] Time 0.190 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000210) Content loss 0.245779 (0.233114) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 31.17 (31.17) SSIM 0.9660 (0.9660)
Test: [2/5] Time 0.308 ( 0.225) PSNR 41.14 (36.15) SSIM 0.9787 (0.9724)
Test: [3/5] Time 0.183 ( 0.211) PSNR 41.13 (37.81) SSIM 0.9799 (0.9749)
Test: [4/5] Time 0.306 ( 0.235) PSNR 39.36 (38.20) SSIM 0.9627 (0.9718)
Test: [5/5] Time 0.132 ( 0.214) PSNR 30.42 (36.64) SSIM 0.9590 (0.9693)
* Time 0.21 PSNR 36.64 SSIM 0.97
Epoch: [60][ 1/2490] Time 0.285 ( 0.285) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000154) Content loss 0.206206 (0.206206) Adversarial loss 0.000000 (0.000000) D(HR) 0.016 ( 0.016) D(SR) 0.000 ( 0.000)
Epoch: [60][ 101/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000215) Content loss 0.249052 (0.239027) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.980) D(SR) 0.000 ( 0.000)
Epoch: [60][ 201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000207) Content loss 0.221095 (0.235278) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [60][ 301/2490] Time 0.189 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000302 (0.000211) Content loss 0.264165 (0.235386) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][ 401/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000210) Content loss 0.193303 (0.234497) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [60][ 501/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000209) Content loss 0.219574 (0.234921) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.000)
Epoch: [60][ 601/2490] Time 0.187 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000261 (0.000209) Content loss 0.260770 (0.235145) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [60][ 701/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000208) Content loss 0.231156 (0.234081) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [60][ 801/2490] Time 0.180 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000328 (0.000208) Content loss 0.233801 (0.234639) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [60][ 901/2490] Time 0.177 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000208) Content loss 0.202294 (0.234963) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [60][1001/2490] Time 0.185 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000207) Content loss 0.219545 (0.234575) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [60][1101/2490] Time 0.192 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000289 (0.000207) Content loss 0.285129 (0.234157) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [60][1201/2490] Time 0.196 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000206) Content loss 0.229065 (0.233789) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [60][1301/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000207) Content loss 0.239708 (0.233716) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [60][1401/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000207) Content loss 0.260926 (0.233474) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [60][1501/2490] Time 0.181 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000207) Content loss 0.288005 (0.233354) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [60][1601/2490] Time 0.190 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000206) Content loss 0.201777 (0.233045) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [60][1701/2490] Time 0.190 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000207) Content loss 0.213661 (0.232984) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [60][1801/2490] Time 0.194 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000207) Content loss 0.231653 (0.233260) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][1901/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000207) Content loss 0.214326 (0.233109) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][2001/2490] Time 0.196 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000207) Content loss 0.176324 (0.232951) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][2101/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000207) Content loss 0.172509 (0.232813) Adversarial loss 0.000000 (0.000000) D(HR) 0.987 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][2201/2490] Time 0.235 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000207) Content loss 0.260876 (0.232735) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][2301/2490] Time 0.189 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000207) Content loss 0.195440 (0.232872) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [60][2401/2490] Time 0.194 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000207) Content loss 0.305577 (0.233005) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.176 ( 0.176) PSNR 33.12 (33.12) SSIM 0.9671 (0.9671)
Test: [2/5] Time 0.268 ( 0.222) PSNR 41.58 (37.35) SSIM 0.9798 (0.9735)
Test: [3/5] Time 0.187 ( 0.210) PSNR 41.80 (38.83) SSIM 0.9810 (0.9760)
Test: [4/5] Time 0.310 ( 0.235) PSNR 39.93 (39.11) SSIM 0.9632 (0.9728)
Test: [5/5] Time 0.132 ( 0.215) PSNR 32.72 (37.83) SSIM 0.9602 (0.9703)
* Time 0.21 PSNR 37.83 SSIM 0.97
Epoch: [61][ 1/2490] Time 0.279 ( 0.279) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000230) Content loss 0.268164 (0.268164) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [61][ 101/2490] Time 0.234 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000203) Content loss 0.234301 (0.232916) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [61][ 201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000203) Content loss 0.211496 (0.228118) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [61][ 301/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000200) Content loss 0.296474 (0.228071) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [61][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000197) Content loss 0.198052 (0.228366) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [61][ 501/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000199) Content loss 0.233569 (0.229418) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [61][ 601/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000201) Content loss 0.238056 (0.229753) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [61][ 701/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000202) Content loss 0.253227 (0.229868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.000)
Epoch: [61][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000203) Content loss 0.228658 (0.230014) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [61][ 901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000203) Content loss 0.231652 (0.230285) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [61][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000204) Content loss 0.260559 (0.230753) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.000)
Epoch: [61][1101/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000203) Content loss 0.297479 (0.230824) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [61][1201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000203) Content loss 0.241662 (0.231225) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.000 ( 0.000)
Epoch: [61][1301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000204) Content loss 0.268985 (0.231334) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.978) D(SR) 0.000 ( 0.000)
Epoch: [61][1401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000204) Content loss 0.204505 (0.231364) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.941) D(SR) 0.000 ( 0.000)
Epoch: [61][1501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000205) Content loss 0.262314 (0.231789) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.911) D(SR) 0.000 ( 0.000)
Epoch: [61][1601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000205) Content loss 0.209709 (0.231790) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.886) D(SR) 0.000 ( 0.000)
Epoch: [61][1701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000205) Content loss 0.264951 (0.231786) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.863) D(SR) 0.000 ( 0.000)
Epoch: [61][1801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000205) Content loss 0.236650 (0.231917) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.840) D(SR) 0.000 ( 0.000)
Epoch: [61][1901/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000205) Content loss 0.175744 (0.231724) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.819) D(SR) 0.000 ( 0.000)
Epoch: [61][2001/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000206) Content loss 0.208515 (0.231633) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.802) D(SR) 0.000 ( 0.000)
Epoch: [61][2101/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000206) Content loss 0.241526 (0.231990) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.788) D(SR) 0.000 ( 0.000)
Epoch: [61][2201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000206) Content loss 0.191378 (0.232060) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.775) D(SR) 0.000 ( 0.000)
Epoch: [61][2301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000206) Content loss 0.211702 (0.232122) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.762) D(SR) 0.000 ( 0.000)
Epoch: [61][2401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000206) Content loss 0.231105 (0.232124) Adversarial loss 0.000000 (0.000000) D(HR) 0.790 ( 0.749) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.35 (31.35) SSIM 0.9660 (0.9660)
Test: [2/5] Time 0.258 ( 0.199) PSNR 41.20 (36.27) SSIM 0.9793 (0.9726)
Test: [3/5] Time 0.157 ( 0.185) PSNR 41.35 (37.97) SSIM 0.9806 (0.9753)
Test: [4/5] Time 0.291 ( 0.212) PSNR 38.13 (38.01) SSIM 0.9632 (0.9723)
Test: [5/5] Time 0.132 ( 0.196) PSNR 30.80 (36.57) SSIM 0.9586 (0.9695)
* Time 0.20 PSNR 36.57 SSIM 0.97
Epoch: [62][ 1/2490] Time 0.274 ( 0.274) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000188) Content loss 0.253969 (0.253969) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [62][ 101/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000206) Content loss 0.220439 (0.235300) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.463) D(SR) 0.000 ( 0.000)
Epoch: [62][ 201/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000210) Content loss 0.158939 (0.231710) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.448) D(SR) 0.000 ( 0.000)
Epoch: [62][ 301/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000208) Content loss 0.224189 (0.230721) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.447) D(SR) 0.000 ( 0.000)
Epoch: [62][ 401/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000207) Content loss 0.198607 (0.231988) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.443) D(SR) 0.000 ( 0.000)
Epoch: [62][ 501/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000204) Content loss 0.205232 (0.231864) Adversarial loss 0.000000 (0.000000) D(HR) 0.842 ( 0.446) D(SR) 0.000 ( 0.000)
Epoch: [62][ 601/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000205) Content loss 0.287138 (0.232250) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.463) D(SR) 0.000 ( 0.000)
Epoch: [62][ 701/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000205) Content loss 0.195882 (0.232761) Adversarial loss 0.000000 (0.000000) D(HR) 0.727 ( 0.459) D(SR) 0.000 ( 0.000)
Epoch: [62][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000207) Content loss 0.299612 (0.232960) Adversarial loss 0.000000 (0.000000) D(HR) 0.173 ( 0.467) D(SR) 0.000 ( 0.000)
Epoch: [62][ 901/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000118 (0.000207) Content loss 0.193108 (0.232953) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.471) D(SR) 0.000 ( 0.000)
Epoch: [62][1001/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000207) Content loss 0.250600 (0.233387) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [62][1101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000297 (0.000208) Content loss 0.320321 (0.233522) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [62][1201/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000208) Content loss 0.230141 (0.233379) Adversarial loss 0.000000 (0.000000) D(HR) 0.984 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [62][1301/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000130 (0.000208) Content loss 0.173848 (0.233077) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.478) D(SR) 0.000 ( 0.000)
Epoch: [62][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000207) Content loss 0.204575 (0.232614) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.469) D(SR) 0.000 ( 0.000)
Epoch: [62][1501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000207) Content loss 0.205610 (0.232289) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.473) D(SR) 0.000 ( 0.000)
Epoch: [62][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000270 (0.000206) Content loss 0.284378 (0.232426) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.473) D(SR) 0.000 ( 0.000)
Epoch: [62][1701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000206) Content loss 0.153544 (0.232405) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.476) D(SR) 0.000 ( 0.000)
Epoch: [62][1801/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000206) Content loss 0.202683 (0.232346) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [62][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000206) Content loss 0.269341 (0.232273) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.473) D(SR) 0.000 ( 0.000)
Epoch: [62][2001/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000261 (0.000206) Content loss 0.272490 (0.232488) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.476) D(SR) 0.000 ( 0.000)
Epoch: [62][2101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000207) Content loss 0.266703 (0.232386) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [62][2201/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000323 (0.000207) Content loss 0.318738 (0.232490) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.475) D(SR) 0.000 ( 0.000)
Epoch: [62][2301/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000207) Content loss 0.232956 (0.232442) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.473) D(SR) 0.000 ( 0.000)
Epoch: [62][2401/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000207) Content loss 0.166839 (0.232363) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.473) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 32.86 (32.86) SSIM 0.9670 (0.9670)
Test: [2/5] Time 0.310 ( 0.227) PSNR 41.87 (37.36) SSIM 0.9806 (0.9738)
Test: [3/5] Time 0.174 ( 0.209) PSNR 41.89 (38.87) SSIM 0.9817 (0.9765)
Test: [4/5] Time 0.297 ( 0.231) PSNR 40.17 (39.20) SSIM 0.9633 (0.9732)
Test: [5/5] Time 0.132 ( 0.211) PSNR 32.19 (37.79) SSIM 0.9602 (0.9706)
* Time 0.21 PSNR 37.79 SSIM 0.97
Epoch: [63][ 1/2490] Time 0.288 ( 0.288) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000161) Content loss 0.253524 (0.253524) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.999) D(SR) 0.000 ( 0.000)
Epoch: [63][ 101/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000195) Content loss 0.241750 (0.231613) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.414) D(SR) 0.000 ( 0.000)
Epoch: [63][ 201/2490] Time 0.183 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000195) Content loss 0.265078 (0.228768) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.452) D(SR) 0.000 ( 0.000)
Epoch: [63][ 301/2490] Time 0.187 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000199) Content loss 0.233891 (0.230292) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.480) D(SR) 0.000 ( 0.000)
Epoch: [63][ 401/2490] Time 0.187 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000205) Content loss 0.206724 (0.232138) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.509) D(SR) 0.000 ( 0.000)
Epoch: [63][ 501/2490] Time 0.186 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000205) Content loss 0.304200 (0.231543) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.491) D(SR) 0.000 ( 0.000)
Epoch: [63][ 601/2490] Time 0.186 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000205) Content loss 0.219904 (0.231147) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.482) D(SR) 0.000 ( 0.000)
Epoch: [63][ 701/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000204) Content loss 0.231795 (0.230960) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.484) D(SR) 0.000 ( 0.000)
Epoch: [63][ 801/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000204) Content loss 0.282410 (0.231134) Adversarial loss 0.000000 (0.000000) D(HR) 0.905 ( 0.482) D(SR) 0.000 ( 0.000)
Epoch: [63][ 901/2490] Time 0.189 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000204) Content loss 0.240260 (0.231273) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.486) D(SR) 0.000 ( 0.000)
Epoch: [63][1001/2490] Time 0.182 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000204) Content loss 0.220261 (0.231133) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.481) D(SR) 0.000 ( 0.000)
Epoch: [63][1101/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000204) Content loss 0.235886 (0.231134) Adversarial loss 0.000000 (0.000000) D(HR) 0.007 ( 0.483) D(SR) 0.000 ( 0.000)
Epoch: [63][1201/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000205) Content loss 0.249754 (0.231403) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.482) D(SR) 0.000 ( 0.000)
Epoch: [63][1301/2490] Time 0.187 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000205) Content loss 0.241698 (0.231558) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.480) D(SR) 0.000 ( 0.000)
Epoch: [63][1401/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000205) Content loss 0.238055 (0.231085) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.479) D(SR) 0.000 ( 0.000)
Epoch: [63][1501/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000204) Content loss 0.214896 (0.231187) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.474) D(SR) 0.000 ( 0.000)
Epoch: [63][1601/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000205) Content loss 0.196548 (0.231463) Adversarial loss 0.000000 (0.000000) D(HR) 0.968 ( 0.480) D(SR) 0.000 ( 0.000)
Epoch: [63][1701/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000205) Content loss 0.237056 (0.231570) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.497) D(SR) 0.000 ( 0.000)
Epoch: [63][1801/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000205) Content loss 0.221654 (0.231755) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.503) D(SR) 0.000 ( 0.000)
Epoch: [63][1901/2490] Time 0.184 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000205) Content loss 0.194707 (0.231831) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.513) D(SR) 0.000 ( 0.000)
Epoch: [63][2001/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000205) Content loss 0.255519 (0.231925) Adversarial loss 0.000000 (0.000000) D(HR) 0.953 ( 0.521) D(SR) 0.000 ( 0.000)
Epoch: [63][2101/2490] Time 0.181 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000205) Content loss 0.144321 (0.232043) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.526) D(SR) 0.000 ( 0.000)
Epoch: [63][2201/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000206) Content loss 0.237469 (0.232126) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.538) D(SR) 0.000 ( 0.000)
Epoch: [63][2301/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000206) Content loss 0.241137 (0.232073) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.541) D(SR) 0.000 ( 0.000)
Epoch: [63][2401/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000206) Content loss 0.215947 (0.232071) Adversarial loss 0.000000 (0.000000) D(HR) 0.007 ( 0.543) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.18 (31.18) SSIM 0.9647 (0.9647)
Test: [2/5] Time 0.302 ( 0.221) PSNR 41.01 (36.10) SSIM 0.9785 (0.9716)
Test: [3/5] Time 0.186 ( 0.210) PSNR 41.03 (37.74) SSIM 0.9794 (0.9742)
Test: [4/5] Time 0.311 ( 0.235) PSNR 39.40 (38.15) SSIM 0.9637 (0.9716)
Test: [5/5] Time 0.133 ( 0.214) PSNR 30.65 (36.65) SSIM 0.9568 (0.9686)
* Time 0.21 PSNR 36.65 SSIM 0.97
Epoch: [64][ 1/2490] Time 0.257 ( 0.257) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000190) Content loss 0.197963 (0.197963) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [64][ 101/2490] Time 0.194 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000130 (0.000208) Content loss 0.178280 (0.237651) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.779) D(SR) 0.000 ( 0.000)
Epoch: [64][ 201/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000206) Content loss 0.286184 (0.234657) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [64][ 301/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000206) Content loss 0.227890 (0.234894) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [64][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000206) Content loss 0.213294 (0.235254) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [64][ 501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000328 (0.000205) Content loss 0.284803 (0.234730) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.682) D(SR) 0.000 ( 0.000)
Epoch: [64][ 601/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000299 (0.000206) Content loss 0.261460 (0.234937) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.674) D(SR) 0.000 ( 0.000)
Epoch: [64][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000205) Content loss 0.257431 (0.234129) Adversarial loss 0.000000 (0.000000) D(HR) 0.004 ( 0.671) D(SR) 0.000 ( 0.000)
Epoch: [64][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000205) Content loss 0.236302 (0.233746) Adversarial loss 0.000000 (0.000000) D(HR) 0.947 ( 0.666) D(SR) 0.000 ( 0.000)
Epoch: [64][ 901/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000205) Content loss 0.265156 (0.233774) Adversarial loss 0.000000 (0.000000) D(HR) 0.953 ( 0.667) D(SR) 0.000 ( 0.000)
Epoch: [64][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000204) Content loss 0.216223 (0.233416) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.669) D(SR) 0.000 ( 0.000)
Epoch: [64][1101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000204) Content loss 0.223660 (0.233102) Adversarial loss 0.000000 (0.000000) D(HR) 0.994 ( 0.668) D(SR) 0.000 ( 0.000)
Epoch: [64][1201/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000204) Content loss 0.254047 (0.233143) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.665) D(SR) 0.000 ( 0.000)
Epoch: [64][1301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000204) Content loss 0.215348 (0.233082) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.664) D(SR) 0.000 ( 0.000)
Epoch: [64][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000203) Content loss 0.194517 (0.233077) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.659) D(SR) 0.000 ( 0.000)
Epoch: [64][1501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000203) Content loss 0.186395 (0.233204) Adversarial loss 0.000000 (0.000000) D(HR) 0.463 ( 0.661) D(SR) 0.000 ( 0.000)
Epoch: [64][1601/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000203) Content loss 0.174863 (0.232882) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.666) D(SR) 0.000 ( 0.000)
Epoch: [64][1701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000203) Content loss 0.203419 (0.232746) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.664) D(SR) 0.000 ( 0.000)
Epoch: [64][1801/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000203) Content loss 0.212389 (0.232609) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.662) D(SR) 0.000 ( 0.000)
Epoch: [64][1901/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000203) Content loss 0.194773 (0.232595) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.662) D(SR) 0.000 ( 0.000)
Epoch: [64][2001/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000203) Content loss 0.192193 (0.232549) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.665) D(SR) 0.000 ( 0.000)
Epoch: [64][2101/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000203) Content loss 0.259010 (0.232529) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.664) D(SR) 0.000 ( 0.000)
Epoch: [64][2201/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000203) Content loss 0.172226 (0.232309) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.665) D(SR) 0.000 ( 0.000)
Epoch: [64][2301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000203) Content loss 0.241341 (0.232342) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.667) D(SR) 0.000 ( 0.000)
Epoch: [64][2401/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000204) Content loss 0.229381 (0.232661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.668) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.143 ( 0.143) PSNR 31.81 (31.81) SSIM 0.9644 (0.9644)
Test: [2/5] Time 0.312 ( 0.227) PSNR 41.72 (36.76) SSIM 0.9765 (0.9705)
Test: [3/5] Time 0.187 ( 0.214) PSNR 41.94 (38.49) SSIM 0.9780 (0.9730)
Test: [4/5] Time 0.316 ( 0.239) PSNR 39.59 (38.77) SSIM 0.9624 (0.9703)
Test: [5/5] Time 0.132 ( 0.218) PSNR 31.24 (37.26) SSIM 0.9566 (0.9676)
* Time 0.22 PSNR 37.26 SSIM 0.97
Epoch: [65][ 1/2490] Time 0.281 ( 0.281) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000176) Content loss 0.241406 (0.241406) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [65][ 101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000195) Content loss 0.178936 (0.231812) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.655) D(SR) 0.000 ( 0.000)
Epoch: [65][ 201/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000207) Content loss 0.262340 (0.232434) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.617) D(SR) 0.000 ( 0.000)
Epoch: [65][ 301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000208) Content loss 0.203686 (0.233424) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.640) D(SR) 0.000 ( 0.000)
Epoch: [65][ 401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000209) Content loss 0.208009 (0.232449) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.646) D(SR) 0.000 ( 0.000)
Epoch: [65][ 501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000210) Content loss 0.238551 (0.233341) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [65][ 601/2490] Time 0.242 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000210) Content loss 0.205105 (0.232638) Adversarial loss 0.000000 (0.000000) D(HR) 0.657 ( 0.643) D(SR) 0.000 ( 0.000)
Epoch: [65][ 701/2490] Time 0.201 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000209) Content loss 0.184337 (0.232941) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.645) D(SR) 0.000 ( 0.000)
Epoch: [65][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000209) Content loss 0.234433 (0.233297) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.654) D(SR) 0.000 ( 0.000)
Epoch: [65][ 901/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000208) Content loss 0.185572 (0.232940) Adversarial loss 0.000000 (0.000000) D(HR) 0.180 ( 0.652) D(SR) 0.000 ( 0.000)
Epoch: [65][1001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000208) Content loss 0.254633 (0.233211) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.651) D(SR) 0.000 ( 0.000)
Epoch: [65][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000208) Content loss 0.251774 (0.233217) Adversarial loss 0.000000 (0.000000) D(HR) 0.937 ( 0.651) D(SR) 0.000 ( 0.000)
Epoch: [65][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000208) Content loss 0.222890 (0.233142) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.655) D(SR) 0.000 ( 0.000)
Epoch: [65][1301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000208) Content loss 0.254097 (0.233040) Adversarial loss 0.000000 (0.000000) D(HR) 0.871 ( 0.658) D(SR) 0.000 ( 0.000)
Epoch: [65][1401/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000208) Content loss 0.279736 (0.232866) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.658) D(SR) 0.000 ( 0.000)
Epoch: [65][1501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000207) Content loss 0.249553 (0.232525) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.657) D(SR) 0.000 ( 0.000)
Epoch: [65][1601/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000208) Content loss 0.213603 (0.232590) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.661) D(SR) 0.000 ( 0.000)
Epoch: [65][1701/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000208) Content loss 0.216620 (0.232759) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.659) D(SR) 0.000 ( 0.000)
Epoch: [65][1801/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000208) Content loss 0.242964 (0.232679) Adversarial loss 0.000000 (0.000000) D(HR) 0.883 ( 0.659) D(SR) 0.000 ( 0.000)
Epoch: [65][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000207) Content loss 0.290979 (0.232411) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.659) D(SR) 0.000 ( 0.000)
Epoch: [65][2001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000207) Content loss 0.158134 (0.232237) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.662) D(SR) 0.000 ( 0.000)
Epoch: [65][2101/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000207) Content loss 0.215051 (0.232008) Adversarial loss 0.000000 (0.000000) D(HR) 0.429 ( 0.661) D(SR) 0.000 ( 0.000)
Epoch: [65][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000206) Content loss 0.239163 (0.231601) Adversarial loss 0.000000 (0.000000) D(HR) 0.338 ( 0.658) D(SR) 0.000 ( 0.000)
Epoch: [65][2301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000256 (0.000206) Content loss 0.261993 (0.231510) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.659) D(SR) 0.000 ( 0.000)
Epoch: [65][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000206) Content loss 0.288552 (0.231625) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.658) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.151 ( 0.151) PSNR 31.25 (31.25) SSIM 0.9660 (0.9660)
Test: [2/5] Time 0.291 ( 0.221) PSNR 41.75 (36.50) SSIM 0.9793 (0.9727)
Test: [3/5] Time 0.192 ( 0.212) PSNR 42.04 (38.35) SSIM 0.9808 (0.9754)
Test: [4/5] Time 0.260 ( 0.224) PSNR 38.88 (38.48) SSIM 0.9624 (0.9722)
Test: [5/5] Time 0.132 ( 0.205) PSNR 30.89 (36.96) SSIM 0.9593 (0.9696)
* Time 0.21 PSNR 36.96 SSIM 0.97
Epoch: [66][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000244) Content loss 0.230611 (0.230611) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [66][ 101/2490] Time 0.191 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000185) Content loss 0.255510 (0.224711) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [66][ 201/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000193) Content loss 0.187066 (0.229579) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.645) D(SR) 0.000 ( 0.000)
Epoch: [66][ 301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000198) Content loss 0.234546 (0.230988) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.684) D(SR) 0.000 ( 0.000)
Epoch: [66][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000202) Content loss 0.247067 (0.230819) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.759) D(SR) 0.000 ( 0.000)
Epoch: [66][ 501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000202) Content loss 0.260306 (0.231544) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.799) D(SR) 0.000 ( 0.000)
Epoch: [66][ 601/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000238 (0.000202) Content loss 0.261665 (0.231886) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.830) D(SR) 0.000 ( 0.000)
Epoch: [66][ 701/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000202) Content loss 0.210516 (0.232301) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.852) D(SR) 0.000 ( 0.000)
Epoch: [66][ 801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000202) Content loss 0.220967 (0.232199) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.863) D(SR) 0.000 ( 0.000)
Epoch: [66][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000201) Content loss 0.198193 (0.231981) Adversarial loss 0.000000 (0.000000) D(HR) 0.019 ( 0.846) D(SR) 0.000 ( 0.000)
Epoch: [66][1001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000201) Content loss 0.260594 (0.231611) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.833) D(SR) 0.000 ( 0.000)
Epoch: [66][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000200) Content loss 0.160358 (0.231438) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.820) D(SR) 0.000 ( 0.000)
Epoch: [66][1201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000201) Content loss 0.224386 (0.231373) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.808) D(SR) 0.000 ( 0.000)
Epoch: [66][1301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000201) Content loss 0.287743 (0.231013) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.800) D(SR) 0.000 ( 0.000)
Epoch: [66][1401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000200) Content loss 0.249269 (0.230964) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.793) D(SR) 0.000 ( 0.000)
Epoch: [66][1501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000201) Content loss 0.231214 (0.231243) Adversarial loss 0.000000 (0.000000) D(HR) 0.688 ( 0.791) D(SR) 0.000 ( 0.000)
Epoch: [66][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000201) Content loss 0.218362 (0.231298) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.788) D(SR) 0.000 ( 0.000)
Epoch: [66][1701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000201) Content loss 0.247007 (0.231669) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.784) D(SR) 0.000 ( 0.000)
Epoch: [66][1801/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000201) Content loss 0.263569 (0.231287) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.777) D(SR) 0.000 ( 0.000)
Epoch: [66][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000201) Content loss 0.273847 (0.231403) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.776) D(SR) 0.000 ( 0.000)
Epoch: [66][2001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000201) Content loss 0.225247 (0.231551) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.774) D(SR) 0.000 ( 0.000)
Epoch: [66][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000201) Content loss 0.304172 (0.231830) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.774) D(SR) 0.000 ( 0.000)
Epoch: [66][2201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000130 (0.000201) Content loss 0.135073 (0.231718) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.771) D(SR) 0.000 ( 0.000)
Epoch: [66][2301/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000125 (0.000201) Content loss 0.197231 (0.231673) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.771) D(SR) 0.000 ( 0.000)
Epoch: [66][2401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000201) Content loss 0.227336 (0.231588) Adversarial loss 0.000000 (0.000000) D(HR) 0.412 ( 0.769) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 33.39 (33.39) SSIM 0.9683 (0.9683)
Test: [2/5] Time 0.309 ( 0.227) PSNR 42.01 (37.70) SSIM 0.9813 (0.9748)
Test: [3/5] Time 0.196 ( 0.217) PSNR 42.22 (39.21) SSIM 0.9824 (0.9773)
Test: [4/5] Time 0.304 ( 0.238) PSNR 40.31 (39.48) SSIM 0.9644 (0.9741)
Test: [5/5] Time 0.132 ( 0.217) PSNR 32.56 (38.10) SSIM 0.9614 (0.9716)
* Time 0.22 PSNR 38.10 SSIM 0.97
Epoch: [67][ 1/2490] Time 0.328 ( 0.328) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000222) Content loss 0.244193 (0.244193) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [67][ 101/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000203) Content loss 0.256119 (0.229916) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [67][ 201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000202) Content loss 0.244739 (0.230626) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [67][ 301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000205) Content loss 0.220590 (0.231703) Adversarial loss 0.000000 (0.000000) D(HR) 0.151 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [67][ 401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000204) Content loss 0.161167 (0.231676) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [67][ 501/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000113 (0.000203) Content loss 0.148538 (0.231762) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [67][ 601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000202) Content loss 0.265969 (0.231428) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [67][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000200) Content loss 0.175511 (0.230677) Adversarial loss 0.000000 (0.000000) D(HR) 0.012 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [67][ 801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000291 (0.000199) Content loss 0.315560 (0.230198) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [67][ 901/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000199) Content loss 0.220765 (0.230306) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [67][1001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000177 (0.000200) Content loss 0.220105 (0.230967) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [67][1101/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000199) Content loss 0.237396 (0.230646) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [67][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000277 (0.000199) Content loss 0.322628 (0.230635) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [67][1301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000199) Content loss 0.238816 (0.230240) Adversarial loss 0.000000 (0.000000) D(HR) 0.882 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [67][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000199) Content loss 0.224565 (0.230516) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [67][1501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000108 (0.000200) Content loss 0.136790 (0.230365) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [67][1601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000200) Content loss 0.247058 (0.230441) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [67][1701/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000200) Content loss 0.207952 (0.230335) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [67][1801/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000201) Content loss 0.205429 (0.230380) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [67][1901/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000202) Content loss 0.214885 (0.230750) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [67][2001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000202) Content loss 0.180406 (0.230843) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [67][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000201) Content loss 0.250569 (0.230793) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [67][2201/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000201) Content loss 0.177570 (0.230996) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [67][2301/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000201) Content loss 0.262718 (0.231242) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [67][2401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000202) Content loss 0.212361 (0.231336) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.146 ( 0.146) PSNR 32.16 (32.16) SSIM 0.9686 (0.9686)
Test: [2/5] Time 0.301 ( 0.223) PSNR 40.85 (36.50) SSIM 0.9815 (0.9751)
Test: [3/5] Time 0.186 ( 0.211) PSNR 41.14 (38.05) SSIM 0.9825 (0.9776)
Test: [4/5] Time 0.295 ( 0.232) PSNR 40.23 (38.59) SSIM 0.9651 (0.9745)
Test: [5/5] Time 0.132 ( 0.212) PSNR 31.56 (37.19) SSIM 0.9618 (0.9719)
* Time 0.21 PSNR 37.19 SSIM 0.97
Epoch: [68][ 1/2490] Time 0.296 ( 0.296) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000206) Content loss 0.230240 (0.230240) Adversarial loss 0.000000 (0.000000) D(HR) 0.158 ( 0.158) D(SR) 0.000 ( 0.000)
Epoch: [68][ 101/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000214) Content loss 0.288708 (0.236328) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [68][ 201/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000214) Content loss 0.216365 (0.235481) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [68][ 301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000311 (0.000210) Content loss 0.274228 (0.233116) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [68][ 401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000212) Content loss 0.197912 (0.233257) Adversarial loss 0.000000 (0.000000) D(HR) 0.955 ( 0.687) D(SR) 0.000 ( 0.000)
Epoch: [68][ 501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000213) Content loss 0.284358 (0.234298) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [68][ 601/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000213) Content loss 0.261716 (0.234618) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [68][ 701/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000210) Content loss 0.278773 (0.234225) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [68][ 801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000211) Content loss 0.208873 (0.233618) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [68][ 901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000211) Content loss 0.218894 (0.233375) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [68][1001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000210) Content loss 0.252763 (0.233317) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [68][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000210) Content loss 0.204471 (0.233474) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [68][1201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000211) Content loss 0.182385 (0.233898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [68][1301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000204 (0.000212) Content loss 0.235662 (0.233651) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [68][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000168 (0.000211) Content loss 0.210595 (0.232957) Adversarial loss 0.000000 (0.000000) D(HR) 0.298 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [68][1501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000211) Content loss 0.244123 (0.233016) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [68][1601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000211) Content loss 0.178951 (0.233062) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [68][1701/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000211) Content loss 0.211787 (0.232743) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [68][1801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000211) Content loss 0.231266 (0.232512) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [68][1901/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000135 (0.000210) Content loss 0.218336 (0.232221) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [68][2001/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000209) Content loss 0.255503 (0.232018) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [68][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000148 (0.000208) Content loss 0.231879 (0.231980) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [68][2201/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000162 (0.000207) Content loss 0.177085 (0.231790) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [68][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000207) Content loss 0.237566 (0.231999) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [68][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000207) Content loss 0.236582 (0.231638) Adversarial loss 0.000000 (0.000000) D(HR) 0.660 ( 0.711) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.164 ( 0.164) PSNR 31.98 (31.98) SSIM 0.9682 (0.9682)
Test: [2/5] Time 0.289 ( 0.226) PSNR 41.81 (36.89) SSIM 0.9810 (0.9746)
Test: [3/5] Time 0.175 ( 0.209) PSNR 42.09 (38.62) SSIM 0.9822 (0.9771)
Test: [4/5] Time 0.315 ( 0.236) PSNR 38.58 (38.61) SSIM 0.9646 (0.9740)
Test: [5/5] Time 0.132 ( 0.215) PSNR 31.72 (37.23) SSIM 0.9618 (0.9715)
* Time 0.21 PSNR 37.23 SSIM 0.97
Epoch: [69][ 1/2490] Time 0.279 ( 0.279) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000166) Content loss 0.202289 (0.202289) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [69][ 101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000203) Content loss 0.263544 (0.228938) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.674) D(SR) 0.000 ( 0.000)
Epoch: [69][ 201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000200) Content loss 0.217487 (0.230757) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.695) D(SR) 0.000 ( 0.000)
Epoch: [69][ 301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000201) Content loss 0.231662 (0.230316) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [69][ 401/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000119 (0.000201) Content loss 0.226634 (0.230564) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [69][ 501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000200) Content loss 0.245127 (0.230524) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.693) D(SR) 0.000 ( 0.000)
Epoch: [69][ 601/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000201) Content loss 0.309756 (0.230961) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.696) D(SR) 0.000 ( 0.000)
Epoch: [69][ 701/2490] Time 0.238 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000199) Content loss 0.272804 (0.230976) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.694) D(SR) 0.000 ( 0.000)
Epoch: [69][ 801/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000199) Content loss 0.225695 (0.230961) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.683) D(SR) 0.000 ( 0.000)
Epoch: [69][ 901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000198) Content loss 0.255473 (0.231477) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.694) D(SR) 0.000 ( 0.000)
Epoch: [69][1001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000198) Content loss 0.209509 (0.231635) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [69][1101/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000199) Content loss 0.224634 (0.231802) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.696) D(SR) 0.000 ( 0.000)
Epoch: [69][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000199) Content loss 0.180156 (0.231987) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [69][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000198) Content loss 0.237004 (0.231870) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.696) D(SR) 0.000 ( 0.000)
Epoch: [69][1401/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000199) Content loss 0.202161 (0.231814) Adversarial loss 0.000000 (0.000000) D(HR) 0.802 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [69][1501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000199) Content loss 0.246681 (0.232004) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [69][1601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000199) Content loss 0.216359 (0.232125) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [69][1701/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000199) Content loss 0.171485 (0.231772) Adversarial loss 0.000000 (0.000000) D(HR) 0.318 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [69][1801/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000199) Content loss 0.202621 (0.231572) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [69][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000199) Content loss 0.189650 (0.231476) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [69][2001/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000256 (0.000199) Content loss 0.294780 (0.231188) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [69][2101/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000199) Content loss 0.259664 (0.231080) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [69][2201/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000247 (0.000199) Content loss 0.273314 (0.231138) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [69][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000199) Content loss 0.202048 (0.231071) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [69][2401/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000199) Content loss 0.188459 (0.231200) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.11 (31.11) SSIM 0.9680 (0.9680)
Test: [2/5] Time 0.313 ( 0.227) PSNR 41.20 (36.16) SSIM 0.9817 (0.9748)
Test: [3/5] Time 0.186 ( 0.213) PSNR 41.47 (37.93) SSIM 0.9828 (0.9775)
Test: [4/5] Time 0.305 ( 0.236) PSNR 38.28 (38.02) SSIM 0.9631 (0.9739)
Test: [5/5] Time 0.132 ( 0.215) PSNR 30.56 (36.53) SSIM 0.9610 (0.9713)
* Time 0.22 PSNR 36.53 SSIM 0.97
Epoch: [70][ 1/2490] Time 0.284 ( 0.284) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000147) Content loss 0.212369 (0.212369) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [70][ 101/2490] Time 0.192 ( 0.196) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000198) Content loss 0.253570 (0.235835) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [70][ 201/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000204) Content loss 0.236220 (0.233418) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [70][ 301/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000201) Content loss 0.225987 (0.231125) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.693) D(SR) 0.000 ( 0.000)
Epoch: [70][ 401/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000198) Content loss 0.273409 (0.231453) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [70][ 501/2490] Time 0.183 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000199) Content loss 0.195150 (0.232627) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [70][ 601/2490] Time 0.184 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000200) Content loss 0.236355 (0.233342) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [70][ 701/2490] Time 0.186 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000238 (0.000199) Content loss 0.241918 (0.233385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [70][ 801/2490] Time 0.191 ( 0.189) Data 0.001 ( 0.000) Pixel loss 0.000160 (0.000200) Content loss 0.224575 (0.233816) Adversarial loss 0.000000 (0.000000) D(HR) 0.923 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [70][ 901/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000200) Content loss 0.181646 (0.233447) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [70][1001/2490] Time 0.190 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000201) Content loss 0.201956 (0.233464) Adversarial loss 0.000000 (0.000000) D(HR) 0.981 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [70][1101/2490] Time 0.187 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000201) Content loss 0.257276 (0.232863) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [70][1201/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000201) Content loss 0.290616 (0.232691) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [70][1301/2490] Time 0.184 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000201) Content loss 0.231222 (0.232433) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [70][1401/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000202) Content loss 0.226138 (0.231962) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [70][1501/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000202) Content loss 0.186720 (0.232007) Adversarial loss 0.000000 (0.000000) D(HR) 0.994 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [70][1601/2490] Time 0.184 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000203) Content loss 0.151735 (0.231902) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [70][1701/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000203) Content loss 0.190616 (0.231629) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [70][1801/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000203) Content loss 0.192571 (0.231340) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [70][1901/2490] Time 0.186 ( 0.188) Data 0.001 ( 0.000) Pixel loss 0.000223 (0.000203) Content loss 0.307524 (0.231526) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [70][2001/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000202) Content loss 0.208639 (0.231379) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [70][2101/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000202) Content loss 0.249242 (0.231316) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [70][2201/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000268 (0.000203) Content loss 0.304198 (0.231619) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [70][2301/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000202) Content loss 0.246714 (0.231319) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [70][2401/2490] Time 0.188 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000202) Content loss 0.211482 (0.231327) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.716) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.144 ( 0.144) PSNR 29.69 (29.69) SSIM 0.9668 (0.9668)
Test: [2/5] Time 0.303 ( 0.224) PSNR 40.58 (35.14) SSIM 0.9813 (0.9740)
Test: [3/5] Time 0.187 ( 0.211) PSNR 40.84 (37.04) SSIM 0.9825 (0.9769)
Test: [4/5] Time 0.308 ( 0.235) PSNR 37.45 (37.14) SSIM 0.9646 (0.9738)
Test: [5/5] Time 0.132 ( 0.215) PSNR 29.08 (35.53) SSIM 0.9593 (0.9709)
* Time 0.21 PSNR 35.53 SSIM 0.97
Epoch: [71][ 1/2490] Time 0.317 ( 0.317) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000262) Content loss 0.188267 (0.188267) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [71][ 101/2490] Time 0.189 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000200) Content loss 0.254941 (0.230634) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [71][ 201/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000299 (0.000205) Content loss 0.251683 (0.230509) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [71][ 301/2490] Time 0.186 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000205) Content loss 0.227758 (0.231797) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [71][ 401/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000131 (0.000203) Content loss 0.200881 (0.231059) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.742) D(SR) 0.000 ( 0.000)
Epoch: [71][ 501/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000304 (0.000201) Content loss 0.251436 (0.229946) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [71][ 601/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000201) Content loss 0.244528 (0.230432) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [71][ 701/2490] Time 0.186 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000201) Content loss 0.247348 (0.231138) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [71][ 801/2490] Time 0.178 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000202) Content loss 0.208893 (0.231144) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [71][ 901/2490] Time 0.187 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000202) Content loss 0.195760 (0.231598) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [71][1001/2490] Time 0.189 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000202) Content loss 0.238124 (0.231731) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [71][1101/2490] Time 0.196 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000202) Content loss 0.271361 (0.232114) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [71][1201/2490] Time 0.189 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000202) Content loss 0.229302 (0.231824) Adversarial loss 0.000000 (0.000000) D(HR) 0.816 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [71][1301/2490] Time 0.185 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000202) Content loss 0.229797 (0.231359) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [71][1401/2490] Time 0.186 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000201) Content loss 0.213077 (0.231267) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [71][1501/2490] Time 0.186 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000241 (0.000201) Content loss 0.230366 (0.231188) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [71][1601/2490] Time 0.194 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000201) Content loss 0.183212 (0.231168) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [71][1701/2490] Time 0.187 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000201) Content loss 0.268448 (0.231137) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [71][1801/2490] Time 0.187 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000201) Content loss 0.214332 (0.231087) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [71][1901/2490] Time 0.185 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000202) Content loss 0.228944 (0.231142) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [71][2001/2490] Time 0.191 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000201) Content loss 0.202174 (0.231082) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [71][2101/2490] Time 0.186 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000201) Content loss 0.195369 (0.231051) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [71][2201/2490] Time 0.187 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000201) Content loss 0.254473 (0.231128) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [71][2301/2490] Time 0.182 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000201) Content loss 0.215166 (0.231003) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [71][2401/2490] Time 0.195 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000201) Content loss 0.182127 (0.230960) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.150 ( 0.150) PSNR 29.88 (29.88) SSIM 0.9629 (0.9629)
Test: [2/5] Time 0.298 ( 0.224) PSNR 41.75 (35.81) SSIM 0.9807 (0.9718)
Test: [3/5] Time 0.177 ( 0.208) PSNR 41.81 (37.81) SSIM 0.9817 (0.9751)
Test: [4/5] Time 0.313 ( 0.234) PSNR 37.42 (37.72) SSIM 0.9627 (0.9720)
Test: [5/5] Time 0.132 ( 0.214) PSNR 29.32 (36.04) SSIM 0.9552 (0.9686)
* Time 0.21 PSNR 36.04 SSIM 0.97
Epoch: [72][ 1/2490] Time 0.307 ( 0.307) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000207) Content loss 0.288598 (0.288598) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [72][ 101/2490] Time 0.195 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000192) Content loss 0.278895 (0.229063) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.657) D(SR) 0.000 ( 0.000)
Epoch: [72][ 201/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000192) Content loss 0.261972 (0.228280) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.634) D(SR) 0.000 ( 0.000)
Epoch: [72][ 301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000191) Content loss 0.247825 (0.227515) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.652) D(SR) 0.000 ( 0.000)
Epoch: [72][ 401/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000194) Content loss 0.234624 (0.229069) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.670) D(SR) 0.000 ( 0.000)
Epoch: [72][ 501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000196) Content loss 0.210946 (0.228577) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.680) D(SR) 0.000 ( 0.000)
Epoch: [72][ 601/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000197) Content loss 0.236826 (0.228617) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [72][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000299 (0.000198) Content loss 0.288656 (0.228379) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.689) D(SR) 0.000 ( 0.000)
Epoch: [72][ 801/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000199) Content loss 0.238002 (0.229228) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.681) D(SR) 0.000 ( 0.000)
Epoch: [72][ 901/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000131 (0.000200) Content loss 0.219316 (0.229985) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.685) D(SR) 0.000 ( 0.000)
Epoch: [72][1001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000200) Content loss 0.196738 (0.230273) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.687) D(SR) 0.000 ( 0.000)
Epoch: [72][1101/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000200) Content loss 0.251044 (0.230146) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.692) D(SR) 0.000 ( 0.000)
Epoch: [72][1201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000200) Content loss 0.246844 (0.230782) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.691) D(SR) 0.000 ( 0.000)
Epoch: [72][1301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000200) Content loss 0.194218 (0.230868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.692) D(SR) 0.000 ( 0.000)
Epoch: [72][1401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000200) Content loss 0.224041 (0.231061) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.688) D(SR) 0.000 ( 0.000)
Epoch: [72][1501/2490] Time 0.242 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000200) Content loss 0.184499 (0.230706) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.692) D(SR) 0.000 ( 0.000)
Epoch: [72][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000201) Content loss 0.260519 (0.230690) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.695) D(SR) 0.000 ( 0.000)
Epoch: [72][1701/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000201) Content loss 0.242707 (0.230789) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.694) D(SR) 0.000 ( 0.000)
Epoch: [72][1801/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000201) Content loss 0.257242 (0.230921) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.697) D(SR) 0.000 ( 0.000)
Epoch: [72][1901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000136 (0.000201) Content loss 0.184396 (0.230778) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.696) D(SR) 0.000 ( 0.000)
Epoch: [72][2001/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000201) Content loss 0.239944 (0.230804) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.697) D(SR) 0.000 ( 0.000)
Epoch: [72][2101/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000141 (0.000201) Content loss 0.155175 (0.230765) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [72][2201/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000201) Content loss 0.223222 (0.230768) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [72][2301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000201) Content loss 0.224763 (0.230870) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [72][2401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000201) Content loss 0.204291 (0.230872) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.700) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 31.15 (31.15) SSIM 0.9677 (0.9677)
Test: [2/5] Time 0.317 ( 0.229) PSNR 41.80 (36.48) SSIM 0.9804 (0.9741)
Test: [3/5] Time 0.182 ( 0.214) PSNR 41.99 (38.32) SSIM 0.9815 (0.9766)
Test: [4/5] Time 0.305 ( 0.236) PSNR 38.25 (38.30) SSIM 0.9640 (0.9734)
Test: [5/5] Time 0.132 ( 0.216) PSNR 30.72 (36.78) SSIM 0.9613 (0.9710)
* Time 0.22 PSNR 36.78 SSIM 0.97
Epoch: [73][ 1/2490] Time 0.289 ( 0.289) Data 0.000 ( 0.000) Pixel loss 0.000300 (0.000300) Content loss 0.260395 (0.260395) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [73][ 101/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000211) Content loss 0.245134 (0.231246) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.757) D(SR) 0.000 ( 0.000)
Epoch: [73][ 201/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000202) Content loss 0.238511 (0.232573) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [73][ 301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000200) Content loss 0.243209 (0.231440) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [73][ 401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000200) Content loss 0.245710 (0.231228) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [73][ 501/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000201) Content loss 0.178620 (0.230959) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [73][ 601/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000123 (0.000202) Content loss 0.152490 (0.231316) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [73][ 701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000203) Content loss 0.179182 (0.231262) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [73][ 801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000203) Content loss 0.143415 (0.230970) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [73][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000148 (0.000204) Content loss 0.196413 (0.230769) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [73][1001/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000204) Content loss 0.226182 (0.231101) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [73][1101/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000203) Content loss 0.292739 (0.231051) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [73][1201/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000120 (0.000202) Content loss 0.184068 (0.231032) Adversarial loss 0.000000 (0.000000) D(HR) 0.940 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [73][1301/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000201) Content loss 0.253569 (0.230845) Adversarial loss 0.000000 (0.000000) D(HR) 0.030 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [73][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000201) Content loss 0.246586 (0.230445) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [73][1501/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000201) Content loss 0.214315 (0.230918) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [73][1601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000201) Content loss 0.235069 (0.230963) Adversarial loss 0.000000 (0.000000) D(HR) 0.097 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [73][1701/2490] Time 0.182 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000202) Content loss 0.199537 (0.231150) Adversarial loss 0.000000 (0.000000) D(HR) 0.004 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [73][1801/2490] Time 0.183 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000202) Content loss 0.251536 (0.231291) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [73][1901/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000138 (0.000202) Content loss 0.221079 (0.231087) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [73][2001/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000201) Content loss 0.185152 (0.231106) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [73][2101/2490] Time 0.179 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000201) Content loss 0.193764 (0.231052) Adversarial loss 0.000000 (0.000000) D(HR) 0.901 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [73][2201/2490] Time 0.179 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000201) Content loss 0.279117 (0.230945) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [73][2301/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000201) Content loss 0.164424 (0.230808) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [73][2401/2490] Time 0.177 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000201) Content loss 0.218525 (0.230765) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 29.97 (29.97) SSIM 0.9633 (0.9633)
Test: [2/5] Time 0.301 ( 0.222) PSNR 41.73 (35.85) SSIM 0.9787 (0.9710)
Test: [3/5] Time 0.192 ( 0.212) PSNR 41.86 (37.85) SSIM 0.9801 (0.9741)
Test: [4/5] Time 0.300 ( 0.234) PSNR 37.43 (37.75) SSIM 0.9626 (0.9712)
Test: [5/5] Time 0.132 ( 0.214) PSNR 29.34 (36.06) SSIM 0.9560 (0.9682)
* Time 0.21 PSNR 36.06 SSIM 0.97
Epoch: [74][ 1/2490] Time 0.271 ( 0.271) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000175) Content loss 0.236530 (0.236530) Adversarial loss 0.000000 (0.000000) D(HR) 0.964 ( 0.964) D(SR) 0.000 ( 0.000)
Epoch: [74][ 101/2490] Time 0.168 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000201) Content loss 0.242334 (0.238636) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.760) D(SR) 0.000 ( 0.000)
Epoch: [74][ 201/2490] Time 0.188 ( 0.185) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000197) Content loss 0.215190 (0.234353) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [74][ 301/2490] Time 0.180 ( 0.184) Data 0.000 ( 0.000) Pixel loss 0.000271 (0.000199) Content loss 0.246746 (0.234828) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [74][ 401/2490] Time 0.187 ( 0.184) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000200) Content loss 0.217278 (0.234174) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [74][ 501/2490] Time 0.175 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000200) Content loss 0.227385 (0.233764) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [74][ 601/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000291 (0.000203) Content loss 0.252117 (0.234235) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [74][ 701/2490] Time 0.176 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000204) Content loss 0.192140 (0.234043) Adversarial loss 0.000000 (0.000000) D(HR) 0.005 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [74][ 801/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000202) Content loss 0.194015 (0.233131) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [74][ 901/2490] Time 0.175 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000117 (0.000201) Content loss 0.156918 (0.232330) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [74][1001/2490] Time 0.187 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000096 (0.000201) Content loss 0.142928 (0.231349) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [74][1101/2490] Time 0.187 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000201) Content loss 0.242905 (0.231377) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [74][1201/2490] Time 0.185 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000201) Content loss 0.193267 (0.231406) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [74][1301/2490] Time 0.180 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000117 (0.000200) Content loss 0.125798 (0.230920) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [74][1401/2490] Time 0.181 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000200) Content loss 0.273969 (0.230725) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [74][1501/2490] Time 0.187 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000119 (0.000200) Content loss 0.151406 (0.230736) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [74][1601/2490] Time 0.185 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000277 (0.000200) Content loss 0.219700 (0.230693) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [74][1701/2490] Time 0.186 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000200) Content loss 0.206090 (0.230643) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [74][1801/2490] Time 0.185 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000200) Content loss 0.209883 (0.230741) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [74][1901/2490] Time 0.187 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000264 (0.000200) Content loss 0.272885 (0.230769) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [74][2001/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000200) Content loss 0.159706 (0.230783) Adversarial loss 0.000000 (0.000000) D(HR) 0.974 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [74][2101/2490] Time 0.183 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000200) Content loss 0.234817 (0.231061) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [74][2201/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000200) Content loss 0.202857 (0.230902) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [74][2301/2490] Time 0.179 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000200) Content loss 0.287128 (0.230653) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [74][2401/2490] Time 0.167 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000200) Content loss 0.241892 (0.230668) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.705) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 30.37 (30.37) SSIM 0.9659 (0.9659)
Test: [2/5] Time 0.302 ( 0.223) PSNR 41.01 (35.69) SSIM 0.9795 (0.9727)
Test: [3/5] Time 0.191 ( 0.213) PSNR 41.20 (37.53) SSIM 0.9808 (0.9754)
Test: [4/5] Time 0.303 ( 0.235) PSNR 38.54 (37.78) SSIM 0.9633 (0.9724)
Test: [5/5] Time 0.132 ( 0.215) PSNR 29.84 (36.19) SSIM 0.9587 (0.9696)
* Time 0.21 PSNR 36.19 SSIM 0.97
Epoch: [75][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000250) Content loss 0.273223 (0.273223) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [75][ 101/2490] Time 0.185 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000201) Content loss 0.230185 (0.236670) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.778) D(SR) 0.000 ( 0.000)
Epoch: [75][ 201/2490] Time 0.177 ( 0.186) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000203) Content loss 0.198351 (0.234807) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.788) D(SR) 0.000 ( 0.000)
Epoch: [75][ 301/2490] Time 0.186 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000328 (0.000205) Content loss 0.306662 (0.234503) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.759) D(SR) 0.000 ( 0.000)
Epoch: [75][ 401/2490] Time 0.192 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000148 (0.000205) Content loss 0.200343 (0.234934) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [75][ 501/2490] Time 0.192 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000204) Content loss 0.262498 (0.233530) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [75][ 601/2490] Time 0.178 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000238 (0.000205) Content loss 0.290499 (0.232373) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [75][ 701/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000152 (0.000204) Content loss 0.229951 (0.232217) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [75][ 801/2490] Time 0.191 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000204) Content loss 0.257029 (0.232961) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [75][ 901/2490] Time 0.194 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000202) Content loss 0.255168 (0.232230) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [75][1001/2490] Time 0.194 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000201) Content loss 0.286928 (0.232093) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [75][1101/2490] Time 0.193 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000201) Content loss 0.191649 (0.231991) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [75][1201/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000200) Content loss 0.158800 (0.231818) Adversarial loss 0.000000 (0.000000) D(HR) 0.743 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [75][1301/2490] Time 0.193 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000199) Content loss 0.272955 (0.232090) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [75][1401/2490] Time 0.194 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000199) Content loss 0.200402 (0.231651) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [75][1501/2490] Time 0.192 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000200) Content loss 0.247621 (0.231544) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [75][1601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000200) Content loss 0.218047 (0.231070) Adversarial loss 0.000000 (0.000000) D(HR) 0.114 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [75][1701/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000201) Content loss 0.218743 (0.230974) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [75][1801/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000201) Content loss 0.230504 (0.230877) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [75][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000200) Content loss 0.262267 (0.230732) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [75][2001/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000200) Content loss 0.240542 (0.230611) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [75][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000200) Content loss 0.236568 (0.230698) Adversarial loss 0.000000 (0.000000) D(HR) 0.976 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [75][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000199) Content loss 0.304964 (0.230389) Adversarial loss 0.000000 (0.000000) D(HR) 0.986 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [75][2301/2490] Time 0.181 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000200) Content loss 0.219702 (0.230433) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [75][2401/2490] Time 0.243 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000199) Content loss 0.186861 (0.230213) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 31.92 (31.92) SSIM 0.9657 (0.9657)
Test: [2/5] Time 0.304 ( 0.222) PSNR 41.16 (36.54) SSIM 0.9801 (0.9729)
Test: [3/5] Time 0.186 ( 0.210) PSNR 41.24 (38.11) SSIM 0.9811 (0.9757)
Test: [4/5] Time 0.301 ( 0.233) PSNR 39.57 (38.47) SSIM 0.9630 (0.9725)
Test: [5/5] Time 0.132 ( 0.213) PSNR 31.30 (37.04) SSIM 0.9590 (0.9698)
* Time 0.21 PSNR 37.04 SSIM 0.97
Epoch: [76][ 1/2490] Time 0.296 ( 0.296) Data 0.000 ( 0.000) Pixel loss 0.000123 (0.000123) Content loss 0.176009 (0.176009) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [76][ 101/2490] Time 0.187 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000197) Content loss 0.242195 (0.225610) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [76][ 201/2490] Time 0.235 ( 0.185) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000198) Content loss 0.266584 (0.230410) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [76][ 301/2490] Time 0.187 ( 0.184) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000200) Content loss 0.266397 (0.230273) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.762) D(SR) 0.000 ( 0.000)
Epoch: [76][ 401/2490] Time 0.185 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000202) Content loss 0.269365 (0.230451) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.747) D(SR) 0.000 ( 0.000)
Epoch: [76][ 501/2490] Time 0.188 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000205) Content loss 0.251915 (0.231022) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [76][ 601/2490] Time 0.182 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000203) Content loss 0.191232 (0.230148) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [76][ 701/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000205) Content loss 0.252782 (0.232013) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [76][ 801/2490] Time 0.186 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000295 (0.000205) Content loss 0.309414 (0.230889) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [76][ 901/2490] Time 0.180 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000204) Content loss 0.214498 (0.231334) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [76][1001/2490] Time 0.195 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000204) Content loss 0.187713 (0.231265) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [76][1101/2490] Time 0.198 ( 0.184) Data 0.000 ( 0.000) Pixel loss 0.000241 (0.000204) Content loss 0.245690 (0.231169) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [76][1201/2490] Time 0.199 ( 0.185) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000203) Content loss 0.256381 (0.230619) Adversarial loss 0.000000 (0.000000) D(HR) 0.965 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [76][1301/2490] Time 0.200 ( 0.186) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000204) Content loss 0.245634 (0.230745) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [76][1401/2490] Time 0.195 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000204) Content loss 0.310726 (0.230765) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [76][1501/2490] Time 0.198 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000126 (0.000203) Content loss 0.146169 (0.230521) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [76][1601/2490] Time 0.187 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000202) Content loss 0.232462 (0.230278) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [76][1701/2490] Time 0.188 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000201) Content loss 0.229753 (0.230386) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [76][1801/2490] Time 0.191 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000201) Content loss 0.195883 (0.230182) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [76][1901/2490] Time 0.198 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000201) Content loss 0.250546 (0.230294) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [76][2001/2490] Time 0.197 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000201) Content loss 0.255065 (0.230036) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [76][2101/2490] Time 0.187 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000201) Content loss 0.206095 (0.229959) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [76][2201/2490] Time 0.197 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000201) Content loss 0.221328 (0.230309) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [76][2301/2490] Time 0.192 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000201) Content loss 0.192143 (0.230302) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [76][2401/2490] Time 0.186 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000201) Content loss 0.258929 (0.230142) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.05 (31.05) SSIM 0.9668 (0.9668)
Test: [2/5] Time 0.338 ( 0.240) PSNR 42.02 (36.54) SSIM 0.9797 (0.9732)
Test: [3/5] Time 0.181 ( 0.220) PSNR 42.14 (38.40) SSIM 0.9811 (0.9758)
Test: [4/5] Time 0.306 ( 0.242) PSNR 38.35 (38.39) SSIM 0.9627 (0.9725)
Test: [5/5] Time 0.132 ( 0.220) PSNR 30.62 (36.84) SSIM 0.9605 (0.9701)
* Time 0.22 PSNR 36.84 SSIM 0.97
Epoch: [77][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000185) Content loss 0.235805 (0.235805) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [77][ 101/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000201) Content loss 0.259748 (0.228242) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [77][ 201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000200) Content loss 0.242997 (0.230557) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [77][ 301/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000202) Content loss 0.197529 (0.232430) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [77][ 401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000148 (0.000202) Content loss 0.231824 (0.231465) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [77][ 501/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000202) Content loss 0.227552 (0.232262) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [77][ 601/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000121 (0.000201) Content loss 0.197419 (0.232398) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [77][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000258 (0.000202) Content loss 0.277397 (0.232451) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [77][ 801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000152 (0.000201) Content loss 0.207452 (0.231466) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [77][ 901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000200) Content loss 0.266529 (0.230281) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [77][1001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000200) Content loss 0.256554 (0.230207) Adversarial loss 0.000000 (0.000000) D(HR) 0.635 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [77][1101/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000200) Content loss 0.269400 (0.229654) Adversarial loss 0.000000 (0.000000) D(HR) 0.534 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [77][1201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000200) Content loss 0.270557 (0.230125) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [77][1301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000200) Content loss 0.229593 (0.229580) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [77][1401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000200) Content loss 0.299522 (0.229828) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [77][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000201) Content loss 0.245914 (0.229638) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [77][1601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000201) Content loss 0.286372 (0.229701) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [77][1701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000201) Content loss 0.260732 (0.229793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [77][1801/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000201) Content loss 0.230903 (0.229990) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [77][1901/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000201) Content loss 0.264766 (0.229960) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [77][2001/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000201) Content loss 0.283115 (0.229826) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [77][2101/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000274 (0.000201) Content loss 0.256333 (0.229768) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [77][2201/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000238 (0.000201) Content loss 0.248572 (0.229579) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [77][2301/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000201) Content loss 0.274743 (0.229345) Adversarial loss 0.000000 (0.000000) D(HR) 0.648 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [77][2401/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000201) Content loss 0.216243 (0.229173) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 32.68 (32.68) SSIM 0.9646 (0.9646)
Test: [2/5] Time 0.307 ( 0.226) PSNR 42.11 (37.39) SSIM 0.9775 (0.9711)
Test: [3/5] Time 0.180 ( 0.211) PSNR 42.24 (39.01) SSIM 0.9789 (0.9737)
Test: [4/5] Time 0.313 ( 0.237) PSNR 39.89 (39.23) SSIM 0.9619 (0.9707)
Test: [5/5] Time 0.132 ( 0.216) PSNR 31.79 (37.74) SSIM 0.9566 (0.9679)
* Time 0.22 PSNR 37.74 SSIM 0.97
Epoch: [78][ 1/2490] Time 0.282 ( 0.282) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000164) Content loss 0.254833 (0.254833) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [78][ 101/2490] Time 0.185 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000113 (0.000188) Content loss 0.176364 (0.230694) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [78][ 201/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000189) Content loss 0.162274 (0.227807) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [78][ 301/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000194) Content loss 0.235868 (0.229123) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [78][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000196) Content loss 0.216678 (0.229745) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [78][ 501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000119 (0.000195) Content loss 0.158122 (0.229221) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.685) D(SR) 0.000 ( 0.000)
Epoch: [78][ 601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000196) Content loss 0.248546 (0.228776) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.687) D(SR) 0.000 ( 0.000)
Epoch: [78][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000197) Content loss 0.261240 (0.228751) Adversarial loss 0.000000 (0.000000) D(HR) 0.844 ( 0.690) D(SR) 0.000 ( 0.000)
Epoch: [78][ 801/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000257 (0.000197) Content loss 0.228768 (0.229145) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [78][ 901/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000197) Content loss 0.251778 (0.228610) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.697) D(SR) 0.000 ( 0.000)
Epoch: [78][1001/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000197) Content loss 0.285130 (0.229191) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [78][1101/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000197) Content loss 0.207777 (0.229200) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [78][1201/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000197) Content loss 0.218851 (0.229792) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [78][1301/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000197) Content loss 0.242156 (0.229723) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [78][1401/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000197) Content loss 0.230371 (0.230172) Adversarial loss 0.000000 (0.000000) D(HR) 0.039 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [78][1501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000197) Content loss 0.232322 (0.230149) Adversarial loss 0.000000 (0.000000) D(HR) 0.293 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [78][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000197) Content loss 0.220775 (0.230347) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [78][1701/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000196) Content loss 0.296613 (0.230002) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [78][1801/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000197) Content loss 0.227236 (0.230226) Adversarial loss 0.000000 (0.000000) D(HR) 0.011 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [78][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000140 (0.000196) Content loss 0.239144 (0.230251) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [78][2001/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000196) Content loss 0.226663 (0.229866) Adversarial loss 0.000000 (0.000000) D(HR) 0.941 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [78][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000196) Content loss 0.215887 (0.230055) Adversarial loss 0.000000 (0.000000) D(HR) 0.542 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [78][2201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000103 (0.000195) Content loss 0.149527 (0.230083) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [78][2301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000121 (0.000195) Content loss 0.184853 (0.229894) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [78][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000195) Content loss 0.214713 (0.229996) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.160 ( 0.160) PSNR 30.54 (30.54) SSIM 0.9653 (0.9653)
Test: [2/5] Time 0.274 ( 0.217) PSNR 40.72 (35.63) SSIM 0.9792 (0.9722)
Test: [3/5] Time 0.188 ( 0.207) PSNR 40.93 (37.40) SSIM 0.9804 (0.9749)
Test: [4/5] Time 0.308 ( 0.233) PSNR 37.87 (37.52) SSIM 0.9630 (0.9719)
Test: [5/5] Time 0.132 ( 0.213) PSNR 30.35 (36.08) SSIM 0.9589 (0.9693)
* Time 0.21 PSNR 36.08 SSIM 0.97
Epoch: [79][ 1/2490] Time 0.279 ( 0.279) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000169) Content loss 0.196663 (0.196663) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [79][ 101/2490] Time 0.191 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000196) Content loss 0.243639 (0.229338) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [79][ 201/2490] Time 0.192 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000195) Content loss 0.236127 (0.229825) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [79][ 301/2490] Time 0.192 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000197) Content loss 0.273203 (0.230464) Adversarial loss 0.000000 (0.000000) D(HR) 0.944 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [79][ 401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000196) Content loss 0.238151 (0.229582) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [79][ 501/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000204 (0.000196) Content loss 0.261907 (0.229554) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [79][ 601/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000196) Content loss 0.244858 (0.229718) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.686) D(SR) 0.000 ( 0.000)
Epoch: [79][ 701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000195) Content loss 0.209865 (0.230210) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [79][ 801/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000196) Content loss 0.219223 (0.229602) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.695) D(SR) 0.000 ( 0.000)
Epoch: [79][ 901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000196) Content loss 0.239951 (0.230345) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [79][1001/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000196) Content loss 0.243328 (0.230578) Adversarial loss 0.000000 (0.000000) D(HR) 0.888 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [79][1101/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000196) Content loss 0.219852 (0.230107) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [79][1201/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000197) Content loss 0.191660 (0.229911) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [79][1301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000197) Content loss 0.208355 (0.229928) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [79][1401/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000197) Content loss 0.256479 (0.229704) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [79][1501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000138 (0.000197) Content loss 0.163229 (0.229749) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [79][1601/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000197) Content loss 0.164780 (0.229542) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [79][1701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000198) Content loss 0.209974 (0.229504) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [79][1801/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000198) Content loss 0.279531 (0.229856) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [79][1901/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000204 (0.000198) Content loss 0.232012 (0.230036) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [79][2001/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000198) Content loss 0.250669 (0.229796) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [79][2101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000198) Content loss 0.210961 (0.229892) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [79][2201/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000198) Content loss 0.234195 (0.229688) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [79][2301/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000198) Content loss 0.224127 (0.229795) Adversarial loss 0.000000 (0.000000) D(HR) 0.064 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [79][2401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000198) Content loss 0.242657 (0.229482) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 32.45 (32.45) SSIM 0.9661 (0.9661)
Test: [2/5] Time 0.322 ( 0.231) PSNR 40.79 (36.62) SSIM 0.9802 (0.9732)
Test: [3/5] Time 0.191 ( 0.218) PSNR 40.95 (38.06) SSIM 0.9812 (0.9758)
Test: [4/5] Time 0.298 ( 0.238) PSNR 40.05 (38.56) SSIM 0.9633 (0.9727)
Test: [5/5] Time 0.132 ( 0.217) PSNR 31.96 (37.24) SSIM 0.9596 (0.9701)
* Time 0.22 PSNR 37.24 SSIM 0.97
Epoch: [80][ 1/2490] Time 0.302 ( 0.302) Data 0.000 ( 0.000) Pixel loss 0.000168 (0.000168) Content loss 0.203179 (0.203179) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [80][ 101/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000189) Content loss 0.199454 (0.227256) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [80][ 201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000193) Content loss 0.206277 (0.223947) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [80][ 301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000194) Content loss 0.220873 (0.225828) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [80][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000193) Content loss 0.319379 (0.228161) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [80][ 501/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000144 (0.000193) Content loss 0.203798 (0.229184) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [80][ 601/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000191) Content loss 0.189578 (0.227515) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [80][ 701/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000191) Content loss 0.255804 (0.228206) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [80][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000191) Content loss 0.282927 (0.228939) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [80][ 901/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000191) Content loss 0.240253 (0.229276) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [80][1001/2490] Time 0.197 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000191) Content loss 0.216377 (0.228893) Adversarial loss 0.000000 (0.000000) D(HR) 0.984 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [80][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000191) Content loss 0.193636 (0.228373) Adversarial loss 0.000000 (0.000000) D(HR) 0.374 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [80][1201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000192) Content loss 0.264205 (0.228775) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [80][1301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000191) Content loss 0.235519 (0.228362) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [80][1401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000191) Content loss 0.273894 (0.228535) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [80][1501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000191) Content loss 0.261590 (0.228750) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [80][1601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000191) Content loss 0.267807 (0.228688) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [80][1701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000190) Content loss 0.252355 (0.228719) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [80][1801/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000191) Content loss 0.217415 (0.228729) Adversarial loss 0.000000 (0.000000) D(HR) 0.982 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [80][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000191) Content loss 0.237562 (0.228905) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [80][2001/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000192) Content loss 0.247133 (0.228847) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [80][2101/2490] Time 0.239 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000192) Content loss 0.190555 (0.229069) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [80][2201/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000192) Content loss 0.249921 (0.229068) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [80][2301/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000192) Content loss 0.189302 (0.229040) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [80][2401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000251 (0.000192) Content loss 0.207449 (0.229211) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 31.18 (31.18) SSIM 0.9671 (0.9671)
Test: [2/5] Time 0.279 ( 0.210) PSNR 41.46 (36.32) SSIM 0.9774 (0.9723)
Test: [3/5] Time 0.137 ( 0.185) PSNR 41.54 (38.06) SSIM 0.9789 (0.9745)
Test: [4/5] Time 0.304 ( 0.215) PSNR 39.30 (38.37) SSIM 0.9638 (0.9718)
Test: [5/5] Time 0.132 ( 0.199) PSNR 30.67 (36.83) SSIM 0.9605 (0.9695)
* Time 0.20 PSNR 36.83 SSIM 0.97
Epoch: [81][ 1/2490] Time 0.288 ( 0.288) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000191) Content loss 0.202295 (0.202295) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [81][ 101/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000203) Content loss 0.289837 (0.237863) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.687) D(SR) 0.000 ( 0.000)
Epoch: [81][ 201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000200) Content loss 0.212743 (0.233139) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [81][ 301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000197) Content loss 0.168606 (0.230656) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [81][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000196) Content loss 0.260687 (0.230842) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [81][ 501/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000196) Content loss 0.206617 (0.232163) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.743) D(SR) 0.000 ( 0.000)
Epoch: [81][ 601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000195) Content loss 0.212730 (0.231944) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [81][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000194) Content loss 0.216783 (0.231191) Adversarial loss 0.000000 (0.000000) D(HR) 0.005 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [81][ 801/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000275 (0.000193) Content loss 0.342962 (0.230776) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [81][ 901/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000293 (0.000194) Content loss 0.266251 (0.230700) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [81][1001/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000194) Content loss 0.267585 (0.230422) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [81][1101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000193) Content loss 0.288853 (0.230401) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [81][1201/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000192) Content loss 0.183150 (0.230432) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [81][1301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000192) Content loss 0.193230 (0.230075) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [81][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000193) Content loss 0.273399 (0.229912) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [81][1501/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000193) Content loss 0.168326 (0.230180) Adversarial loss 0.000000 (0.000000) D(HR) 0.253 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [81][1601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000193) Content loss 0.233346 (0.230033) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [81][1701/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000193) Content loss 0.256816 (0.230210) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [81][1801/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000136 (0.000193) Content loss 0.249306 (0.230080) Adversarial loss 0.000000 (0.000000) D(HR) 0.023 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [81][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000192) Content loss 0.220218 (0.229887) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [81][2001/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000192) Content loss 0.264399 (0.229826) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [81][2101/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000130 (0.000192) Content loss 0.208796 (0.229794) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [81][2201/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000192) Content loss 0.241996 (0.229568) Adversarial loss 0.000000 (0.000000) D(HR) 0.982 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [81][2301/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000192) Content loss 0.185032 (0.229489) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [81][2401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000192) Content loss 0.284854 (0.229491) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 31.86 (31.86) SSIM 0.9679 (0.9679)
Test: [2/5] Time 0.289 ( 0.214) PSNR 41.76 (36.81) SSIM 0.9804 (0.9741)
Test: [3/5] Time 0.164 ( 0.198) PSNR 41.97 (38.53) SSIM 0.9816 (0.9766)
Test: [4/5] Time 0.276 ( 0.217) PSNR 39.67 (38.82) SSIM 0.9635 (0.9733)
Test: [5/5] Time 0.132 ( 0.200) PSNR 31.45 (37.35) SSIM 0.9614 (0.9709)
* Time 0.20 PSNR 37.35 SSIM 0.97
Epoch: [82][ 1/2490] Time 0.295 ( 0.295) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000206) Content loss 0.274833 (0.274833) Adversarial loss 0.000000 (0.000000) D(HR) 0.975 ( 0.975) D(SR) 0.000 ( 0.000)
Epoch: [82][ 101/2490] Time 0.197 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000192) Content loss 0.227657 (0.228780) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.686) D(SR) 0.000 ( 0.000)
Epoch: [82][ 201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000193) Content loss 0.217480 (0.231365) Adversarial loss 0.000000 (0.000000) D(HR) 0.800 ( 0.673) D(SR) 0.000 ( 0.000)
Epoch: [82][ 301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000194) Content loss 0.224918 (0.232769) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [82][ 401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000148 (0.000189) Content loss 0.208815 (0.230632) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [82][ 501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000189) Content loss 0.192113 (0.229234) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [82][ 601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000128 (0.000192) Content loss 0.194902 (0.229102) Adversarial loss 0.000000 (0.000000) D(HR) 0.014 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [82][ 701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000194) Content loss 0.234535 (0.228830) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.698) D(SR) 0.000 ( 0.000)
Epoch: [82][ 801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000194) Content loss 0.253377 (0.229030) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [82][ 901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000285 (0.000193) Content loss 0.286550 (0.229086) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [82][1001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000194) Content loss 0.261969 (0.228950) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [82][1101/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000193) Content loss 0.244033 (0.228973) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [82][1201/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000193) Content loss 0.225335 (0.228645) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [82][1301/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000193) Content loss 0.241395 (0.228794) Adversarial loss 0.000000 (0.000000) D(HR) 0.017 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [82][1401/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000192) Content loss 0.217693 (0.228868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [82][1501/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000193) Content loss 0.161586 (0.229132) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [82][1601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000193) Content loss 0.204627 (0.228804) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [82][1701/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000193) Content loss 0.208654 (0.228971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [82][1801/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000193) Content loss 0.213508 (0.228412) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [82][1901/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000193) Content loss 0.209288 (0.228379) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [82][2001/2490] Time 0.198 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000193) Content loss 0.148789 (0.228367) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [82][2101/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000194) Content loss 0.207072 (0.228433) Adversarial loss 0.000000 (0.000000) D(HR) 0.937 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [82][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000194) Content loss 0.205894 (0.228167) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [82][2301/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000133 (0.000195) Content loss 0.202240 (0.228179) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [82][2401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000115 (0.000194) Content loss 0.168849 (0.228326) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.704) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 32.24 (32.24) SSIM 0.9672 (0.9672)
Test: [2/5] Time 0.290 ( 0.215) PSNR 41.46 (36.85) SSIM 0.9797 (0.9735)
Test: [3/5] Time 0.170 ( 0.200) PSNR 41.56 (38.42) SSIM 0.9809 (0.9760)
Test: [4/5] Time 0.285 ( 0.221) PSNR 40.27 (38.88) SSIM 0.9644 (0.9731)
Test: [5/5] Time 0.132 ( 0.204) PSNR 31.72 (37.45) SSIM 0.9603 (0.9705)
* Time 0.20 PSNR 37.45 SSIM 0.97
Epoch: [83][ 1/2490] Time 0.297 ( 0.297) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000154) Content loss 0.234743 (0.234743) Adversarial loss 0.000000 (0.000000) D(HR) 0.896 ( 0.896) D(SR) 0.000 ( 0.000)
Epoch: [83][ 101/2490] Time 0.185 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000193) Content loss 0.235910 (0.229020) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [83][ 201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000195) Content loss 0.228546 (0.228137) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [83][ 301/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000195) Content loss 0.280547 (0.228065) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.687) D(SR) 0.000 ( 0.000)
Epoch: [83][ 401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000195) Content loss 0.211940 (0.226899) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [83][ 501/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000193) Content loss 0.233648 (0.226761) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.697) D(SR) 0.000 ( 0.000)
Epoch: [83][ 601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000228 (0.000192) Content loss 0.210960 (0.227362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.689) D(SR) 0.000 ( 0.000)
Epoch: [83][ 701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000194) Content loss 0.282166 (0.227252) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.691) D(SR) 0.000 ( 0.000)
Epoch: [83][ 801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000195) Content loss 0.276171 (0.228327) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [83][ 901/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000196) Content loss 0.273946 (0.229623) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [83][1001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000196) Content loss 0.201988 (0.229310) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [83][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000195) Content loss 0.249914 (0.229426) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [83][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000195) Content loss 0.211131 (0.229643) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [83][1301/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000195) Content loss 0.226772 (0.229556) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [83][1401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000259 (0.000195) Content loss 0.246446 (0.229682) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [83][1501/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000195) Content loss 0.263918 (0.229848) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [83][1601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000195) Content loss 0.220321 (0.229853) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [83][1701/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000195) Content loss 0.194965 (0.229630) Adversarial loss 0.000000 (0.000000) D(HR) 0.957 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [83][1801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000195) Content loss 0.211397 (0.229525) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [83][1901/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000195) Content loss 0.225214 (0.229232) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [83][2001/2490] Time 0.198 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000141 (0.000195) Content loss 0.157697 (0.229522) Adversarial loss 0.000000 (0.000000) D(HR) 0.144 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [83][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000249 (0.000195) Content loss 0.307545 (0.229274) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [83][2201/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000195) Content loss 0.224742 (0.229114) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [83][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000195) Content loss 0.259970 (0.228861) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [83][2401/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000195) Content loss 0.259094 (0.229063) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.74 (31.74) SSIM 0.9646 (0.9646)
Test: [2/5] Time 0.289 ( 0.215) PSNR 40.68 (36.21) SSIM 0.9785 (0.9715)
Test: [3/5] Time 0.164 ( 0.198) PSNR 40.92 (37.78) SSIM 0.9800 (0.9744)
Test: [4/5] Time 0.247 ( 0.210) PSNR 39.91 (38.31) SSIM 0.9624 (0.9714)
Test: [5/5] Time 0.132 ( 0.194) PSNR 31.31 (36.91) SSIM 0.9582 (0.9687)
* Time 0.19 PSNR 36.91 SSIM 0.97
Epoch: [84][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000207) Content loss 0.282692 (0.282692) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [84][ 101/2490] Time 0.192 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000192) Content loss 0.204361 (0.230195) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [84][ 201/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000193) Content loss 0.221128 (0.229991) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [84][ 301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000195) Content loss 0.216670 (0.228814) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [84][ 401/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000195) Content loss 0.213336 (0.229047) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [84][ 501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000193) Content loss 0.261569 (0.228871) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [84][ 601/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000193) Content loss 0.253192 (0.229600) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [84][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000168 (0.000194) Content loss 0.264478 (0.230770) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [84][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000193) Content loss 0.250550 (0.230066) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [84][ 901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000256 (0.000193) Content loss 0.275237 (0.230013) Adversarial loss 0.000000 (0.000000) D(HR) 0.955 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [84][1001/2490] Time 0.187 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000193) Content loss 0.179368 (0.230308) Adversarial loss 0.000000 (0.000000) D(HR) 0.165 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [84][1101/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000192) Content loss 0.266196 (0.230269) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [84][1201/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000192) Content loss 0.221931 (0.230170) Adversarial loss 0.000000 (0.000000) D(HR) 0.420 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [84][1301/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000192) Content loss 0.253882 (0.230419) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [84][1401/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000115 (0.000192) Content loss 0.170918 (0.230125) Adversarial loss 0.000000 (0.000000) D(HR) 0.322 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [84][1501/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000192) Content loss 0.208685 (0.229893) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [84][1601/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000230 (0.000191) Content loss 0.178208 (0.229467) Adversarial loss 0.000000 (0.000000) D(HR) 0.494 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [84][1701/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000191) Content loss 0.225749 (0.229528) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [84][1801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000191) Content loss 0.245161 (0.229484) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [84][1901/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000192) Content loss 0.237303 (0.229425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [84][2001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000192) Content loss 0.258440 (0.229625) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [84][2101/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000192) Content loss 0.284292 (0.229702) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [84][2201/2490] Time 0.186 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000192) Content loss 0.223524 (0.229857) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [84][2301/2490] Time 0.178 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000192) Content loss 0.162650 (0.229795) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [84][2401/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000192) Content loss 0.243737 (0.229851) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 31.10 (31.10) SSIM 0.9654 (0.9654)
Test: [2/5] Time 0.344 ( 0.242) PSNR 41.62 (36.36) SSIM 0.9785 (0.9720)
Test: [3/5] Time 0.137 ( 0.207) PSNR 41.94 (38.22) SSIM 0.9801 (0.9747)
Test: [4/5] Time 0.261 ( 0.221) PSNR 38.49 (38.29) SSIM 0.9630 (0.9718)
Test: [5/5] Time 0.132 ( 0.203) PSNR 30.74 (36.78) SSIM 0.9584 (0.9691)
* Time 0.20 PSNR 36.78 SSIM 0.97
Epoch: [85][ 1/2490] Time 0.239 ( 0.239) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000173) Content loss 0.227170 (0.227170) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [85][ 101/2490] Time 0.196 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000195) Content loss 0.245196 (0.233991) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [85][ 201/2490] Time 0.192 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000195) Content loss 0.260952 (0.232842) Adversarial loss 0.000000 (0.000000) D(HR) 0.952 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [85][ 301/2490] Time 0.185 ( 0.197) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000195) Content loss 0.236187 (0.231255) Adversarial loss 0.000000 (0.000000) D(HR) 0.210 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [85][ 401/2490] Time 0.191 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000135 (0.000193) Content loss 0.159999 (0.231496) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [85][ 501/2490] Time 0.194 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000193) Content loss 0.254545 (0.232190) Adversarial loss 0.000000 (0.000000) D(HR) 0.994 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [85][ 601/2490] Time 0.191 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000193) Content loss 0.263594 (0.231948) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [85][ 701/2490] Time 0.191 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000193) Content loss 0.247789 (0.231525) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [85][ 801/2490] Time 0.190 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000194) Content loss 0.241330 (0.232084) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [85][ 901/2490] Time 0.189 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000194) Content loss 0.205965 (0.231912) Adversarial loss 0.000000 (0.000000) D(HR) 0.086 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [85][1001/2490] Time 0.193 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000194) Content loss 0.231239 (0.231760) Adversarial loss 0.000000 (0.000000) D(HR) 0.004 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [85][1101/2490] Time 0.191 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000194) Content loss 0.250477 (0.231295) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [85][1201/2490] Time 0.185 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000195) Content loss 0.223839 (0.231106) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [85][1301/2490] Time 0.192 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000194) Content loss 0.186840 (0.230561) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [85][1401/2490] Time 0.189 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000194) Content loss 0.211074 (0.230579) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [85][1501/2490] Time 0.194 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000195) Content loss 0.190297 (0.230690) Adversarial loss 0.000000 (0.000000) D(HR) 0.044 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [85][1601/2490] Time 0.197 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000195) Content loss 0.264449 (0.230442) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [85][1701/2490] Time 0.198 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000239 (0.000195) Content loss 0.209348 (0.230122) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [85][1801/2490] Time 0.189 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000152 (0.000195) Content loss 0.201590 (0.229907) Adversarial loss 0.000000 (0.000000) D(HR) 0.009 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [85][1901/2490] Time 0.197 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000121 (0.000195) Content loss 0.176993 (0.229366) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [85][2001/2490] Time 0.197 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000196) Content loss 0.290212 (0.229471) Adversarial loss 0.000000 (0.000000) D(HR) 0.979 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [85][2101/2490] Time 0.197 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000195) Content loss 0.221973 (0.229070) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [85][2201/2490] Time 0.189 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000195) Content loss 0.173179 (0.229146) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [85][2301/2490] Time 0.200 ( 0.200) Data 0.000 ( 0.000) Pixel loss 0.000279 (0.000195) Content loss 0.298767 (0.228994) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [85][2401/2490] Time 0.200 ( 0.199) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000196) Content loss 0.244828 (0.229072) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 32.30 (32.30) SSIM 0.9666 (0.9666)
Test: [2/5] Time 0.305 ( 0.225) PSNR 41.61 (36.95) SSIM 0.9784 (0.9725)
Test: [3/5] Time 0.201 ( 0.217) PSNR 41.86 (38.59) SSIM 0.9799 (0.9750)
Test: [4/5] Time 0.292 ( 0.236) PSNR 39.96 (38.93) SSIM 0.9619 (0.9717)
Test: [5/5] Time 0.132 ( 0.215) PSNR 31.91 (37.53) SSIM 0.9606 (0.9695)
* Time 0.22 PSNR 37.53 SSIM 0.97
Epoch: [86][ 1/2490] Time 0.294 ( 0.294) Data 0.000 ( 0.000) Pixel loss 0.000124 (0.000124) Content loss 0.236967 (0.236967) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [86][ 101/2490] Time 0.190 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000188) Content loss 0.273945 (0.228614) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [86][ 201/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000190) Content loss 0.248181 (0.228258) Adversarial loss 0.000000 (0.000000) D(HR) 0.077 ( 0.692) D(SR) 0.000 ( 0.000)
Epoch: [86][ 301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000191) Content loss 0.214495 (0.227303) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [86][ 401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000191) Content loss 0.219287 (0.227688) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [86][ 501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000195) Content loss 0.223554 (0.228165) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [86][ 601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000195) Content loss 0.207275 (0.228384) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [86][ 701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000195) Content loss 0.239093 (0.228337) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [86][ 801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000196) Content loss 0.305266 (0.228761) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [86][ 901/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000195) Content loss 0.239747 (0.228745) Adversarial loss 0.000000 (0.000000) D(HR) 0.102 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [86][1001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000195) Content loss 0.247254 (0.228337) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [86][1101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000266 (0.000196) Content loss 0.248971 (0.228764) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [86][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000280 (0.000197) Content loss 0.281596 (0.228662) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [86][1301/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000197) Content loss 0.209494 (0.228593) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [86][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000198) Content loss 0.226332 (0.228741) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [86][1501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000198) Content loss 0.269289 (0.228947) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [86][1601/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000198) Content loss 0.277109 (0.228946) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [86][1701/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000198) Content loss 0.190166 (0.228942) Adversarial loss 0.000000 (0.000000) D(HR) 0.011 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [86][1801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000198) Content loss 0.290854 (0.229276) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [86][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000234 (0.000197) Content loss 0.266656 (0.228811) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [86][2001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000197) Content loss 0.259318 (0.228615) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [86][2101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000196) Content loss 0.231311 (0.228542) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [86][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000196) Content loss 0.248114 (0.228488) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [86][2301/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000141 (0.000196) Content loss 0.258010 (0.228292) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [86][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000196) Content loss 0.266421 (0.228539) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.707) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 32.20 (32.20) SSIM 0.9660 (0.9660)
Test: [2/5] Time 0.245 ( 0.193) PSNR 41.73 (36.96) SSIM 0.9801 (0.9730)
Test: [3/5] Time 0.159 ( 0.181) PSNR 41.96 (38.63) SSIM 0.9812 (0.9758)
Test: [4/5] Time 0.246 ( 0.197) PSNR 39.39 (38.82) SSIM 0.9632 (0.9726)
Test: [5/5] Time 0.132 ( 0.184) PSNR 31.67 (37.39) SSIM 0.9591 (0.9699)
* Time 0.18 PSNR 37.39 SSIM 0.97
Epoch: [87][ 1/2490] Time 0.289 ( 0.289) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000194) Content loss 0.220967 (0.220967) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.002) D(SR) 0.000 ( 0.000)
Epoch: [87][ 101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000191) Content loss 0.236502 (0.226135) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [87][ 201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000309 (0.000191) Content loss 0.256955 (0.228222) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.697) D(SR) 0.000 ( 0.000)
Epoch: [87][ 301/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000237 (0.000192) Content loss 0.244893 (0.228168) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [87][ 401/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000191) Content loss 0.184533 (0.228254) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [87][ 501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000192) Content loss 0.295845 (0.228975) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [87][ 601/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000192) Content loss 0.215133 (0.229330) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [87][ 701/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000192) Content loss 0.194066 (0.229010) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [87][ 801/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000192) Content loss 0.223881 (0.228968) Adversarial loss 0.000000 (0.000000) D(HR) 0.927 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [87][ 901/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000144 (0.000192) Content loss 0.147177 (0.229343) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [87][1001/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000191) Content loss 0.252578 (0.228430) Adversarial loss 0.000000 (0.000000) D(HR) 0.597 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [87][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000190) Content loss 0.186946 (0.228407) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [87][1201/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000189) Content loss 0.317734 (0.227941) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [87][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000189) Content loss 0.191929 (0.228642) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [87][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000188) Content loss 0.211404 (0.228222) Adversarial loss 0.000000 (0.000000) D(HR) 0.576 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [87][1501/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000113 (0.000189) Content loss 0.146408 (0.228250) Adversarial loss 0.000000 (0.000000) D(HR) 0.098 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [87][1601/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000189) Content loss 0.239871 (0.228239) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [87][1701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000189) Content loss 0.212405 (0.227998) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [87][1801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000134 (0.000189) Content loss 0.210654 (0.228013) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [87][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000189) Content loss 0.170983 (0.228198) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [87][2001/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000189) Content loss 0.210626 (0.228354) Adversarial loss 0.000000 (0.000000) D(HR) 0.015 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [87][2101/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000189) Content loss 0.253526 (0.228406) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [87][2201/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000189) Content loss 0.188886 (0.228525) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [87][2301/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000189) Content loss 0.237850 (0.228674) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [87][2401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000165 (0.000189) Content loss 0.241734 (0.228602) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 33.86 (33.86) SSIM 0.9649 (0.9649)
Test: [2/5] Time 0.221 ( 0.180) PSNR 41.61 (37.74) SSIM 0.9796 (0.9722)
Test: [3/5] Time 0.133 ( 0.165) PSNR 41.79 (39.09) SSIM 0.9806 (0.9750)
Test: [4/5] Time 0.229 ( 0.181) PSNR 40.62 (39.47) SSIM 0.9619 (0.9718)
Test: [5/5] Time 0.132 ( 0.171) PSNR 33.17 (38.21) SSIM 0.9573 (0.9689)
* Time 0.17 PSNR 38.21 SSIM 0.97
Epoch: [88][ 1/2490] Time 0.283 ( 0.283) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000191) Content loss 0.226636 (0.226636) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [88][ 101/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000189) Content loss 0.192533 (0.228419) Adversarial loss 0.000000 (0.000000) D(HR) 0.007 ( 0.692) D(SR) 0.000 ( 0.000)
Epoch: [88][ 201/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000191) Content loss 0.257503 (0.229475) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [88][ 301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000192) Content loss 0.222431 (0.229146) Adversarial loss 0.000000 (0.000000) D(HR) 0.015 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [88][ 401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000192) Content loss 0.228494 (0.228295) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [88][ 501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000193) Content loss 0.237496 (0.228214) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [88][ 601/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000194) Content loss 0.172477 (0.228688) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [88][ 701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000194) Content loss 0.233841 (0.228459) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [88][ 801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000193) Content loss 0.240583 (0.228949) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [88][ 901/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000215 (0.000195) Content loss 0.200489 (0.228900) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [88][1001/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000116 (0.000195) Content loss 0.182910 (0.228974) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [88][1101/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000195) Content loss 0.185416 (0.228814) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [88][1201/2490] Time 0.199 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000147 (0.000194) Content loss 0.174509 (0.228567) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [88][1301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000194) Content loss 0.258134 (0.228571) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [88][1401/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000194) Content loss 0.211743 (0.228778) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [88][1501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000193) Content loss 0.246690 (0.228535) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [88][1601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000192) Content loss 0.270030 (0.228130) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [88][1701/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000193) Content loss 0.270888 (0.228275) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [88][1801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000140 (0.000192) Content loss 0.221584 (0.228121) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [88][1901/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000192) Content loss 0.166624 (0.228175) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [88][2001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000193) Content loss 0.169857 (0.228326) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [88][2101/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000193) Content loss 0.247787 (0.228589) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [88][2201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000193) Content loss 0.240374 (0.228773) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [88][2301/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000193) Content loss 0.226180 (0.228598) Adversarial loss 0.000000 (0.000000) D(HR) 0.113 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [88][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000224 (0.000193) Content loss 0.216750 (0.228587) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 32.62 (32.62) SSIM 0.9665 (0.9665)
Test: [2/5] Time 0.305 ( 0.223) PSNR 41.85 (37.23) SSIM 0.9793 (0.9729)
Test: [3/5] Time 0.192 ( 0.213) PSNR 42.14 (38.87) SSIM 0.9806 (0.9755)
Test: [4/5] Time 0.295 ( 0.233) PSNR 39.91 (39.13) SSIM 0.9629 (0.9723)
Test: [5/5] Time 0.132 ( 0.213) PSNR 31.97 (37.70) SSIM 0.9595 (0.9698)
* Time 0.21 PSNR 37.70 SSIM 0.97
Epoch: [89][ 1/2490] Time 0.249 ( 0.249) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000218) Content loss 0.236470 (0.236470) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [89][ 101/2490] Time 0.190 ( 0.198) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000181) Content loss 0.301089 (0.230274) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [89][ 201/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000186) Content loss 0.282452 (0.229161) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [89][ 301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000187) Content loss 0.271821 (0.229896) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [89][ 401/2490] Time 0.184 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000186) Content loss 0.186120 (0.228765) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [89][ 501/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000189) Content loss 0.218109 (0.228426) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [89][ 601/2490] Time 0.188 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000109 (0.000189) Content loss 0.158361 (0.228130) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [89][ 701/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000190) Content loss 0.209352 (0.228497) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [89][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000190) Content loss 0.201682 (0.228687) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.712) D(SR) 0.000 ( 0.000)
Epoch: [89][ 901/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000189) Content loss 0.189170 (0.228224) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [89][1001/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000190) Content loss 0.240170 (0.229209) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [89][1101/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000190) Content loss 0.295051 (0.229404) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [89][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000190) Content loss 0.186206 (0.229444) Adversarial loss 0.000000 (0.000000) D(HR) 0.861 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [89][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000252 (0.000191) Content loss 0.259640 (0.229613) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [89][1401/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000154 (0.000190) Content loss 0.249792 (0.229019) Adversarial loss 0.000000 (0.000000) D(HR) 0.953 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [89][1501/2490] Time 0.187 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000181 (0.000190) Content loss 0.239008 (0.228946) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [89][1601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000220 (0.000189) Content loss 0.301386 (0.228750) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [89][1701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000250 (0.000189) Content loss 0.234026 (0.228947) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [89][1801/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000189) Content loss 0.237160 (0.228628) Adversarial loss 0.000000 (0.000000) D(HR) 0.968 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [89][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000189) Content loss 0.155749 (0.228546) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [89][2001/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000190) Content loss 0.255161 (0.228616) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [89][2101/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000190) Content loss 0.267605 (0.228940) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [89][2201/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000190) Content loss 0.260109 (0.228861) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [89][2301/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000213 (0.000190) Content loss 0.288226 (0.228895) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [89][2401/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000190) Content loss 0.198978 (0.229019) Adversarial loss 0.000000 (0.000000) D(HR) 0.757 ( 0.710) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 32.93 (32.93) SSIM 0.9656 (0.9656)
Test: [2/5] Time 0.241 ( 0.190) PSNR 41.05 (36.99) SSIM 0.9758 (0.9707)
Test: [3/5] Time 0.163 ( 0.181) PSNR 41.11 (38.36) SSIM 0.9774 (0.9729)
Test: [4/5] Time 0.252 ( 0.199) PSNR 41.13 (39.05) SSIM 0.9619 (0.9702)
Test: [5/5] Time 0.132 ( 0.185) PSNR 32.28 (37.70) SSIM 0.9583 (0.9678)
* Time 0.19 PSNR 37.70 SSIM 0.97
Epoch: [90][ 1/2490] Time 0.255 ( 0.255) Data 0.000 ( 0.000) Pixel loss 0.000124 (0.000124) Content loss 0.190116 (0.190116) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [90][ 101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000189) Content loss 0.139851 (0.225119) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [90][ 201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000188) Content loss 0.208801 (0.226819) Adversarial loss 0.000000 (0.000000) D(HR) 0.380 ( 0.682) D(SR) 0.000 ( 0.000)
Epoch: [90][ 301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000191) Content loss 0.189873 (0.227656) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [90][ 401/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000191) Content loss 0.208585 (0.229551) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [90][ 501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000190) Content loss 0.270508 (0.228668) Adversarial loss 0.000000 (0.000000) D(HR) 0.035 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [90][ 601/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000325 (0.000188) Content loss 0.241562 (0.228340) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [90][ 701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000189) Content loss 0.229658 (0.228061) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [90][ 801/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000188) Content loss 0.204121 (0.227805) Adversarial loss 0.000000 (0.000000) D(HR) 0.978 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [90][ 901/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000190) Content loss 0.208523 (0.228411) Adversarial loss 0.000000 (0.000000) D(HR) 0.688 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [90][1001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000190) Content loss 0.224558 (0.228407) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [90][1101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000191) Content loss 0.172921 (0.228383) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [90][1201/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000191) Content loss 0.291193 (0.228454) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [90][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000121 (0.000191) Content loss 0.152932 (0.228444) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [90][1401/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000191) Content loss 0.194266 (0.228179) Adversarial loss 0.000000 (0.000000) D(HR) 0.123 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [90][1501/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000191) Content loss 0.256677 (0.228489) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [90][1601/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000191) Content loss 0.241050 (0.228580) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [90][1701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000272 (0.000192) Content loss 0.300418 (0.228909) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [90][1801/2490] Time 0.239 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000192) Content loss 0.190034 (0.228809) Adversarial loss 0.000000 (0.000000) D(HR) 0.008 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [90][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000192) Content loss 0.236794 (0.228836) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.709) D(SR) 0.000 ( 0.000)
Epoch: [90][2001/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000191) Content loss 0.211110 (0.228862) Adversarial loss 0.000000 (0.000000) D(HR) 0.417 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [90][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000240 (0.000191) Content loss 0.276316 (0.228867) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [90][2201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000191) Content loss 0.187291 (0.229078) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.705) D(SR) 0.000 ( 0.000)
Epoch: [90][2301/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000191) Content loss 0.230507 (0.229148) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [90][2401/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000223 (0.000191) Content loss 0.308160 (0.229232) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.52 (31.52) SSIM 0.9646 (0.9646)
Test: [2/5] Time 0.252 ( 0.196) PSNR 40.83 (36.18) SSIM 0.9783 (0.9714)
Test: [3/5] Time 0.147 ( 0.180) PSNR 41.02 (37.79) SSIM 0.9795 (0.9741)
Test: [4/5] Time 0.242 ( 0.195) PSNR 39.65 (38.26) SSIM 0.9628 (0.9713)
Test: [5/5] Time 0.132 ( 0.183) PSNR 30.77 (36.76) SSIM 0.9565 (0.9683)
* Time 0.18 PSNR 36.76 SSIM 0.97
Epoch: [91][ 1/2490] Time 0.292 ( 0.292) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000208) Content loss 0.225023 (0.225023) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [91][ 101/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000194) Content loss 0.258605 (0.228672) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.694) D(SR) 0.000 ( 0.000)
Epoch: [91][ 201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000192) Content loss 0.240306 (0.228910) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [91][ 301/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000193) Content loss 0.226800 (0.229143) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [91][ 401/2490] Time 0.195 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000193) Content loss 0.227817 (0.230159) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [91][ 501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000192) Content loss 0.245145 (0.229533) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [91][ 601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000192) Content loss 0.266567 (0.230230) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [91][ 701/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000192) Content loss 0.239735 (0.230600) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [91][ 801/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000290 (0.000193) Content loss 0.277390 (0.230474) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [91][ 901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000192) Content loss 0.228322 (0.229718) Adversarial loss 0.000000 (0.000000) D(HR) 0.022 ( 0.739) D(SR) 0.000 ( 0.000)
Epoch: [91][1001/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000192) Content loss 0.241573 (0.230154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [91][1101/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000193) Content loss 0.205669 (0.229941) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [91][1201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000243 (0.000193) Content loss 0.221974 (0.229970) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [91][1301/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000194) Content loss 0.190548 (0.229802) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.000 ( 0.000)
Epoch: [91][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000194) Content loss 0.249296 (0.229966) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [91][1501/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000136 (0.000194) Content loss 0.207223 (0.229733) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [91][1601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000193) Content loss 0.249560 (0.229490) Adversarial loss 0.000000 (0.000000) D(HR) 0.073 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [91][1701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000193) Content loss 0.259085 (0.229489) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [91][1801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000192) Content loss 0.208457 (0.229417) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [91][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000265 (0.000192) Content loss 0.236033 (0.229015) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [91][2001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000192) Content loss 0.175385 (0.229018) Adversarial loss 0.000000 (0.000000) D(HR) 0.984 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [91][2101/2490] Time 0.194 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000128 (0.000192) Content loss 0.187168 (0.229174) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [91][2201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000166 (0.000192) Content loss 0.277523 (0.229012) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [91][2301/2490] Time 0.196 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000192) Content loss 0.248063 (0.228811) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.728) D(SR) 0.000 ( 0.000)
Epoch: [91][2401/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000192) Content loss 0.201087 (0.228940) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.729) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.02 (31.02) SSIM 0.9643 (0.9643)
Test: [2/5] Time 0.247 ( 0.194) PSNR 40.67 (35.84) SSIM 0.9792 (0.9718)
Test: [3/5] Time 0.155 ( 0.181) PSNR 40.65 (37.44) SSIM 0.9805 (0.9747)
Test: [4/5] Time 0.254 ( 0.199) PSNR 39.72 (38.01) SSIM 0.9632 (0.9718)
Test: [5/5] Time 0.133 ( 0.186) PSNR 30.09 (36.43) SSIM 0.9560 (0.9686)
* Time 0.19 PSNR 36.43 SSIM 0.97
Epoch: [92][ 1/2490] Time 0.300 ( 0.300) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000192) Content loss 0.232624 (0.232624) Adversarial loss 0.000000 (0.000000) D(HR) 0.009 ( 0.009) D(SR) 0.000 ( 0.000)
Epoch: [92][ 101/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000183) Content loss 0.242441 (0.226342) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [92][ 201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000187) Content loss 0.163796 (0.228894) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.734) D(SR) 0.000 ( 0.000)
Epoch: [92][ 301/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000188) Content loss 0.239218 (0.230775) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [92][ 401/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000187) Content loss 0.250486 (0.230513) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [92][ 501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000190) Content loss 0.244004 (0.230558) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [92][ 601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000276 (0.000191) Content loss 0.219147 (0.231241) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [92][ 701/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000193) Content loss 0.249593 (0.231110) Adversarial loss 0.000000 (0.000000) D(HR) 0.576 ( 0.719) D(SR) 0.000 ( 0.000)
Epoch: [92][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000194) Content loss 0.288165 (0.231220) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.723) D(SR) 0.000 ( 0.000)
Epoch: [92][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000193) Content loss 0.209125 (0.230465) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [92][1001/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000193) Content loss 0.227544 (0.230531) Adversarial loss 0.000000 (0.000000) D(HR) 0.812 ( 0.720) D(SR) 0.000 ( 0.000)
Epoch: [92][1101/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000119 (0.000194) Content loss 0.230332 (0.230800) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [92][1201/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000194) Content loss 0.242662 (0.230079) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [92][1301/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000195) Content loss 0.193947 (0.229992) Adversarial loss 0.000000 (0.000000) D(HR) 0.006 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [92][1401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000195) Content loss 0.197467 (0.229899) Adversarial loss 0.000000 (0.000000) D(HR) 0.613 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [92][1501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000195) Content loss 0.253047 (0.229848) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [92][1601/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000195) Content loss 0.192252 (0.229665) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [92][1701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000222 (0.000195) Content loss 0.216948 (0.229545) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [92][1801/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000195) Content loss 0.262760 (0.229440) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.725) D(SR) 0.000 ( 0.000)
Epoch: [92][1901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000194) Content loss 0.179260 (0.229019) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [92][2001/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000125 (0.000194) Content loss 0.169536 (0.228916) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [92][2101/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000186 (0.000194) Content loss 0.201203 (0.229163) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [92][2201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000202 (0.000193) Content loss 0.241434 (0.228827) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [92][2301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000193) Content loss 0.232671 (0.228765) Adversarial loss 0.000000 (0.000000) D(HR) 0.870 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [92][2401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000153 (0.000193) Content loss 0.199426 (0.228792) Adversarial loss 0.000000 (0.000000) D(HR) 0.281 ( 0.722) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 30.14 (30.14) SSIM 0.9632 (0.9632)
Test: [2/5] Time 0.265 ( 0.203) PSNR 41.73 (35.94) SSIM 0.9772 (0.9702)
Test: [3/5] Time 0.145 ( 0.183) PSNR 41.75 (37.88) SSIM 0.9784 (0.9729)
Test: [4/5] Time 0.249 ( 0.200) PSNR 38.29 (37.98) SSIM 0.9618 (0.9702)
Test: [5/5] Time 0.132 ( 0.186) PSNR 29.65 (36.31) SSIM 0.9562 (0.9674)
* Time 0.19 PSNR 36.31 SSIM 0.97
Epoch: [93][ 1/2490] Time 0.279 ( 0.279) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000231) Content loss 0.260161 (0.260161) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [93][ 101/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000194) Content loss 0.233402 (0.227269) Adversarial loss 0.000000 (0.000000) D(HR) 0.615 ( 0.677) D(SR) 0.000 ( 0.000)
Epoch: [93][ 201/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000236 (0.000189) Content loss 0.245487 (0.221882) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.643) D(SR) 0.000 ( 0.000)
Epoch: [93][ 301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000186) Content loss 0.261510 (0.223971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.686) D(SR) 0.000 ( 0.000)
Epoch: [93][ 401/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000289 (0.000192) Content loss 0.261689 (0.226244) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.696) D(SR) 0.000 ( 0.000)
Epoch: [93][ 501/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000192) Content loss 0.188373 (0.227369) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.702) D(SR) 0.000 ( 0.000)
Epoch: [93][ 601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000192) Content loss 0.284757 (0.227980) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [93][ 701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000192) Content loss 0.213168 (0.227402) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [93][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000192) Content loss 0.200042 (0.226659) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [93][ 901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000162 (0.000192) Content loss 0.211544 (0.226623) Adversarial loss 0.000000 (0.000000) D(HR) 0.843 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [93][1001/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000170 (0.000191) Content loss 0.250029 (0.226859) Adversarial loss 0.000000 (0.000000) D(HR) 0.958 ( 0.715) D(SR) 0.000 ( 0.000)
Epoch: [93][1101/2490] Time 0.195 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000191) Content loss 0.222031 (0.227139) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [93][1201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000191) Content loss 0.270024 (0.227495) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [93][1301/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000190) Content loss 0.171316 (0.227103) Adversarial loss 0.000000 (0.000000) D(HR) 0.764 ( 0.701) D(SR) 0.000 ( 0.000)
Epoch: [93][1401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000190) Content loss 0.182420 (0.227196) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [93][1501/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000124 (0.000189) Content loss 0.153926 (0.226928) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.703) D(SR) 0.000 ( 0.000)
Epoch: [93][1601/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000178 (0.000189) Content loss 0.252123 (0.227257) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [93][1701/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000189) Content loss 0.289174 (0.227595) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.000 ( 0.000)
Epoch: [93][1801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000189) Content loss 0.321054 (0.227833) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [93][1901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000253 (0.000190) Content loss 0.240652 (0.227940) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.713) D(SR) 0.000 ( 0.000)
Epoch: [93][2001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000190) Content loss 0.232979 (0.227952) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.717) D(SR) 0.000 ( 0.000)
Epoch: [93][2101/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000143 (0.000190) Content loss 0.164097 (0.228295) Adversarial loss 0.000000 (0.000000) D(HR) 0.968 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [93][2201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000216 (0.000190) Content loss 0.240223 (0.228570) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.716) D(SR) 0.000 ( 0.000)
Epoch: [93][2301/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000190) Content loss 0.232697 (0.228534) Adversarial loss 0.000000 (0.000000) D(HR) 0.021 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [93][2401/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000301 (0.000190) Content loss 0.279720 (0.228498) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.145 ( 0.145) PSNR 30.38 (30.38) SSIM 0.9666 (0.9666)
Test: [2/5] Time 0.252 ( 0.199) PSNR 40.49 (35.43) SSIM 0.9778 (0.9722)
Test: [3/5] Time 0.145 ( 0.181) PSNR 40.44 (37.10) SSIM 0.9791 (0.9745)
Test: [4/5] Time 0.236 ( 0.195) PSNR 38.28 (37.40) SSIM 0.9615 (0.9712)
Test: [5/5] Time 0.132 ( 0.182) PSNR 29.76 (35.87) SSIM 0.9600 (0.9690)
* Time 0.18 PSNR 35.87 SSIM 0.97
Epoch: [94][ 1/2490] Time 0.315 ( 0.315) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000232) Content loss 0.214270 (0.214270) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [94][ 101/2490] Time 0.190 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000208) Content loss 0.238847 (0.233677) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.730) D(SR) 0.000 ( 0.000)
Epoch: [94][ 201/2490] Time 0.202 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000103 (0.000201) Content loss 0.217899 (0.230800) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.700) D(SR) 0.000 ( 0.000)
Epoch: [94][ 301/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000256 (0.000203) Content loss 0.283621 (0.229001) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.704) D(SR) 0.000 ( 0.000)
Epoch: [94][ 401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000198) Content loss 0.244552 (0.227423) Adversarial loss 0.000000 (0.000000) D(HR) 0.762 ( 0.687) D(SR) 0.000 ( 0.000)
Epoch: [94][ 501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000294 (0.000197) Content loss 0.237263 (0.228061) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.693) D(SR) 0.000 ( 0.000)
Epoch: [94][ 601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000196) Content loss 0.231318 (0.227489) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.693) D(SR) 0.000 ( 0.000)
Epoch: [94][ 701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000128 (0.000195) Content loss 0.170442 (0.227378) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.693) D(SR) 0.000 ( 0.000)
Epoch: [94][ 801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000248 (0.000196) Content loss 0.305405 (0.227805) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.699) D(SR) 0.000 ( 0.000)
Epoch: [94][ 901/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000196) Content loss 0.242314 (0.228705) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.708) D(SR) 0.000 ( 0.000)
Epoch: [94][1001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000196) Content loss 0.205508 (0.229216) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [94][1101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000196) Content loss 0.224658 (0.229141) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [94][1201/2490] Time 0.188 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000229 (0.000196) Content loss 0.247896 (0.229333) Adversarial loss 0.000000 (0.000000) D(HR) 0.991 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [94][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000196) Content loss 0.154603 (0.229782) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [94][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000196) Content loss 0.231402 (0.230007) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [94][1501/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000195) Content loss 0.240723 (0.230202) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.732) D(SR) 0.000 ( 0.000)
Epoch: [94][1601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000218 (0.000195) Content loss 0.235429 (0.229949) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [94][1701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000194) Content loss 0.267470 (0.229626) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.729) D(SR) 0.000 ( 0.000)
Epoch: [94][1801/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000194) Content loss 0.238417 (0.229614) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.727) D(SR) 0.000 ( 0.000)
Epoch: [94][1901/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000193) Content loss 0.189062 (0.229534) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.726) D(SR) 0.000 ( 0.000)
Epoch: [94][2001/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000193) Content loss 0.286053 (0.229233) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [94][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000115 (0.000192) Content loss 0.211811 (0.229024) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [94][2201/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000193) Content loss 0.258693 (0.229095) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.722) D(SR) 0.000 ( 0.000)
Epoch: [94][2301/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000192) Content loss 0.187128 (0.229000) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [94][2401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000192) Content loss 0.226113 (0.228929) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.719) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 31.61 (31.61) SSIM 0.9645 (0.9645)
Test: [2/5] Time 0.244 ( 0.192) PSNR 42.61 (37.11) SSIM 0.9787 (0.9716)
Test: [3/5] Time 0.152 ( 0.179) PSNR 42.50 (38.91) SSIM 0.9799 (0.9744)
Test: [4/5] Time 0.248 ( 0.196) PSNR 38.84 (38.89) SSIM 0.9611 (0.9711)
Test: [5/5] Time 0.132 ( 0.183) PSNR 30.99 (37.31) SSIM 0.9576 (0.9684)
* Time 0.18 PSNR 37.31 SSIM 0.97
Epoch: [95][ 1/2490] Time 0.254 ( 0.254) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000232) Content loss 0.263233 (0.263233) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [95][ 101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000195) Content loss 0.207929 (0.229106) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.665) D(SR) 0.000 ( 0.000)
Epoch: [95][ 201/2490] Time 0.187 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000197) Content loss 0.219250 (0.229374) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.692) D(SR) 0.000 ( 0.000)
Epoch: [95][ 301/2490] Time 0.193 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000195) Content loss 0.180984 (0.228361) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.000)
Epoch: [95][ 401/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000193 (0.000194) Content loss 0.259552 (0.228825) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.710) D(SR) 0.000 ( 0.000)
Epoch: [95][ 501/2490] Time 0.191 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000194) Content loss 0.281196 (0.228812) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.000 ( 0.000)
Epoch: [95][ 601/2490] Time 0.186 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000192) Content loss 0.209070 (0.228154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.714) D(SR) 0.000 ( 0.000)
Epoch: [95][ 701/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000141 (0.000191) Content loss 0.179348 (0.228387) Adversarial loss 0.000000 (0.000000) D(HR) 0.481 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [95][ 801/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000189) Content loss 0.216201 (0.229492) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [95][ 901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000189) Content loss 0.232712 (0.228955) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [95][1001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000189) Content loss 0.180094 (0.228977) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [95][1101/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000135 (0.000189) Content loss 0.167419 (0.228438) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [95][1201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000189) Content loss 0.202355 (0.227966) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [95][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000163 (0.000189) Content loss 0.198212 (0.227777) Adversarial loss 0.000000 (0.000000) D(HR) 0.379 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [95][1401/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000189) Content loss 0.305754 (0.227858) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [95][1501/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000189) Content loss 0.272332 (0.227904) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [95][1601/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000159 (0.000188) Content loss 0.234924 (0.227597) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [95][1701/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000188) Content loss 0.209239 (0.227403) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.735) D(SR) 0.000 ( 0.000)
Epoch: [95][1801/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000188) Content loss 0.269266 (0.227607) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [95][1901/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000175 (0.000188) Content loss 0.206413 (0.227629) Adversarial loss 0.000000 (0.000000) D(HR) 0.803 ( 0.737) D(SR) 0.000 ( 0.000)
Epoch: [95][2001/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000262 (0.000188) Content loss 0.303062 (0.227249) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.736) D(SR) 0.000 ( 0.000)
Epoch: [95][2101/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000188) Content loss 0.221473 (0.227431) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.738) D(SR) 0.000 ( 0.000)
Epoch: [95][2201/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000287 (0.000189) Content loss 0.268854 (0.227615) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [95][2301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000189) Content loss 0.262395 (0.227857) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.742) D(SR) 0.000 ( 0.000)
Epoch: [95][2401/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000157 (0.000189) Content loss 0.234065 (0.227753) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.742) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.136 ( 0.136) PSNR 31.49 (31.49) SSIM 0.9655 (0.9655)
Test: [2/5] Time 0.254 ( 0.195) PSNR 42.20 (36.84) SSIM 0.9797 (0.9726)
Test: [3/5] Time 0.154 ( 0.181) PSNR 42.08 (38.59) SSIM 0.9806 (0.9753)
Test: [4/5] Time 0.250 ( 0.198) PSNR 39.87 (38.91) SSIM 0.9627 (0.9721)
Test: [5/5] Time 0.132 ( 0.185) PSNR 30.46 (37.22) SSIM 0.9579 (0.9693)
* Time 0.19 PSNR 37.22 SSIM 0.97
Epoch: [96][ 1/2490] Time 0.288 ( 0.288) Data 0.000 ( 0.000) Pixel loss 0.000255 (0.000255) Content loss 0.235294 (0.235294) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [96][ 101/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000122 (0.000191) Content loss 0.193275 (0.225325) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.733) D(SR) 0.000 ( 0.000)
Epoch: [96][ 201/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000095 (0.000187) Content loss 0.150326 (0.225842) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.764) D(SR) 0.000 ( 0.000)
Epoch: [96][ 301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000190) Content loss 0.232963 (0.227246) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.774) D(SR) 0.000 ( 0.000)
Epoch: [96][ 401/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000188 (0.000191) Content loss 0.256893 (0.226218) Adversarial loss 0.000000 (0.000000) D(HR) 0.985 ( 0.758) D(SR) 0.000 ( 0.000)
Epoch: [96][ 501/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000189) Content loss 0.247834 (0.226850) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.759) D(SR) 0.000 ( 0.000)
Epoch: [96][ 601/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000179 (0.000188) Content loss 0.234082 (0.227299) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.763) D(SR) 0.000 ( 0.000)
Epoch: [96][ 701/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000188) Content loss 0.269578 (0.226475) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [96][ 801/2490] Time 0.185 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000187) Content loss 0.220664 (0.226450) Adversarial loss 0.000000 (0.000000) D(HR) 0.854 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [96][ 901/2490] Time 0.192 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000140 (0.000187) Content loss 0.193104 (0.226815) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.758) D(SR) 0.000 ( 0.000)
Epoch: [96][1001/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000164 (0.000187) Content loss 0.232444 (0.227115) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [96][1101/2490] Time 0.189 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000187) Content loss 0.217242 (0.227945) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.759) D(SR) 0.000 ( 0.000)
Epoch: [96][1201/2490] Time 0.193 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000263 (0.000188) Content loss 0.248968 (0.227768) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.764) D(SR) 0.000 ( 0.000)
Epoch: [96][1301/2490] Time 0.190 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000188) Content loss 0.240501 (0.227388) Adversarial loss 0.000000 (0.000000) D(HR) 0.215 ( 0.761) D(SR) 0.000 ( 0.000)
Epoch: [96][1401/2490] Time 0.200 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000188) Content loss 0.178681 (0.227594) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.753) D(SR) 0.000 ( 0.000)
Epoch: [96][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000128 (0.000188) Content loss 0.186422 (0.227778) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [96][1601/2490] Time 0.191 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000188) Content loss 0.227028 (0.227951) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.757) D(SR) 0.000 ( 0.000)
Epoch: [96][1701/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000188) Content loss 0.206467 (0.227735) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [96][1801/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000112 (0.000188) Content loss 0.177323 (0.227685) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [96][1901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000188) Content loss 0.220856 (0.227977) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [96][2001/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000188) Content loss 0.210094 (0.228512) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [96][2101/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000188) Content loss 0.263634 (0.228125) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [96][2201/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000289 (0.000188) Content loss 0.265578 (0.228094) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [96][2301/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000189) Content loss 0.289542 (0.228148) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.753) D(SR) 0.000 ( 0.000)
Epoch: [96][2401/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000189) Content loss 0.184653 (0.228356) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.142 ( 0.142) PSNR 31.26 (31.26) SSIM 0.9587 (0.9587)
Test: [2/5] Time 0.281 ( 0.212) PSNR 42.96 (37.11) SSIM 0.9770 (0.9679)
Test: [3/5] Time 0.158 ( 0.194) PSNR 43.08 (39.10) SSIM 0.9780 (0.9712)
Test: [4/5] Time 0.273 ( 0.214) PSNR 38.42 (38.93) SSIM 0.9591 (0.9682)
Test: [5/5] Time 0.132 ( 0.197) PSNR 30.78 (37.30) SSIM 0.9507 (0.9647)
* Time 0.20 PSNR 37.30 SSIM 0.96
Epoch: [97][ 1/2490] Time 0.286 ( 0.286) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000235) Content loss 0.234934 (0.234934) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.998) D(SR) 0.000 ( 0.000)
Epoch: [97][ 101/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000131 (0.000184) Content loss 0.120371 (0.224134) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.707) D(SR) 0.000 ( 0.000)
Epoch: [97][ 201/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000187) Content loss 0.189891 (0.226303) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [97][ 301/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000207 (0.000186) Content loss 0.244836 (0.228091) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.751) D(SR) 0.000 ( 0.000)
Epoch: [97][ 401/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000114 (0.000186) Content loss 0.149236 (0.226783) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.757) D(SR) 0.000 ( 0.000)
Epoch: [97][ 501/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000187) Content loss 0.229258 (0.227013) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [97][ 601/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000233 (0.000187) Content loss 0.230656 (0.226947) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [97][ 701/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000188) Content loss 0.279837 (0.227142) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.764) D(SR) 0.000 ( 0.000)
Epoch: [97][ 801/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000336 (0.000189) Content loss 0.254458 (0.227328) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [97][ 901/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000190) Content loss 0.250315 (0.227572) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [97][1001/2490] Time 0.248 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000192 (0.000190) Content loss 0.215426 (0.227174) Adversarial loss 0.000000 (0.000000) D(HR) 0.027 ( 0.757) D(SR) 0.000 ( 0.000)
Epoch: [97][1101/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000190) Content loss 0.230201 (0.227751) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.761) D(SR) 0.000 ( 0.000)
Epoch: [97][1201/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000221 (0.000190) Content loss 0.264561 (0.227289) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.759) D(SR) 0.000 ( 0.000)
Epoch: [97][1301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000125 (0.000189) Content loss 0.172187 (0.227129) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [97][1401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000254 (0.000188) Content loss 0.257256 (0.227222) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [97][1501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000188) Content loss 0.259926 (0.227186) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [97][1601/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000189) Content loss 0.220038 (0.227556) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.750) D(SR) 0.000 ( 0.000)
Epoch: [97][1701/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000134 (0.000188) Content loss 0.211308 (0.227261) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [97][1801/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000246 (0.000188) Content loss 0.268954 (0.227566) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [97][1901/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000145 (0.000188) Content loss 0.250000 (0.227535) Adversarial loss 0.000000 (0.000000) D(HR) 0.534 ( 0.751) D(SR) 0.000 ( 0.000)
Epoch: [97][2001/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000208 (0.000188) Content loss 0.301922 (0.227562) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.751) D(SR) 0.000 ( 0.000)
Epoch: [97][2101/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000162 (0.000188) Content loss 0.161434 (0.227574) Adversarial loss 0.000000 (0.000000) D(HR) 0.013 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [97][2201/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000187) Content loss 0.199278 (0.227284) Adversarial loss 0.000000 (0.000000) D(HR) 0.078 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [97][2301/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000242 (0.000187) Content loss 0.216768 (0.227404) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [97][2401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000140 (0.000188) Content loss 0.144467 (0.227629) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.743) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.96 (31.96) SSIM 0.9632 (0.9632)
Test: [2/5] Time 0.273 ( 0.207) PSNR 42.49 (37.23) SSIM 0.9795 (0.9713)
Test: [3/5] Time 0.149 ( 0.188) PSNR 42.60 (39.02) SSIM 0.9804 (0.9744)
Test: [4/5] Time 0.264 ( 0.207) PSNR 39.93 (39.25) SSIM 0.9617 (0.9712)
Test: [5/5] Time 0.132 ( 0.192) PSNR 31.51 (37.70) SSIM 0.9565 (0.9683)
* Time 0.19 PSNR 37.70 SSIM 0.97
Epoch: [98][ 1/2490] Time 0.314 ( 0.314) Data 0.000 ( 0.000) Pixel loss 0.000201 (0.000201) Content loss 0.163531 (0.163531) Adversarial loss 0.000000 (0.000000) D(HR) 0.044 ( 0.044) D(SR) 0.000 ( 0.000)
Epoch: [98][ 101/2490] Time 0.191 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000172 (0.000187) Content loss 0.192742 (0.230881) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.776) D(SR) 0.000 ( 0.000)
Epoch: [98][ 201/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000188) Content loss 0.219152 (0.229559) Adversarial loss 0.000000 (0.000000) D(HR) 0.988 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [98][ 301/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000190) Content loss 0.179382 (0.228569) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [98][ 401/2490] Time 0.198 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000177 (0.000190) Content loss 0.248600 (0.227898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [98][ 501/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000226 (0.000189) Content loss 0.294158 (0.228293) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [98][ 601/2490] Time 0.189 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000149 (0.000191) Content loss 0.176009 (0.228006) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.761) D(SR) 0.000 ( 0.000)
Epoch: [98][ 701/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000190 (0.000191) Content loss 0.233315 (0.227610) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.757) D(SR) 0.000 ( 0.000)
Epoch: [98][ 801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000190) Content loss 0.266877 (0.227535) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.743) D(SR) 0.000 ( 0.000)
Epoch: [98][ 901/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000191) Content loss 0.312039 (0.227890) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.754) D(SR) 0.000 ( 0.000)
Epoch: [98][1001/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000196 (0.000191) Content loss 0.239084 (0.227506) Adversarial loss 0.000000 (0.000000) D(HR) 0.946 ( 0.751) D(SR) 0.000 ( 0.000)
Epoch: [98][1101/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000190) Content loss 0.225321 (0.227829) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [98][1201/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000190) Content loss 0.196697 (0.228039) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.747) D(SR) 0.000 ( 0.000)
Epoch: [98][1301/2490] Time 0.197 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000190) Content loss 0.237630 (0.227878) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [98][1401/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000190) Content loss 0.222623 (0.227736) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.741) D(SR) 0.000 ( 0.000)
Epoch: [98][1501/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000281 (0.000190) Content loss 0.284564 (0.227874) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [98][1601/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000260 (0.000191) Content loss 0.220581 (0.227769) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [98][1701/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000194 (0.000191) Content loss 0.240161 (0.227865) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.747) D(SR) 0.000 ( 0.000)
Epoch: [98][1801/2490] Time 0.190 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000129 (0.000191) Content loss 0.204315 (0.228285) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [98][1901/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000232 (0.000191) Content loss 0.244737 (0.228364) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.753) D(SR) 0.000 ( 0.000)
Epoch: [98][2001/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000128 (0.000191) Content loss 0.172866 (0.228420) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.750) D(SR) 0.000 ( 0.000)
Epoch: [98][2101/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000191) Content loss 0.206535 (0.228582) Adversarial loss 0.000000 (0.000000) D(HR) 0.844 ( 0.753) D(SR) 0.000 ( 0.000)
Epoch: [98][2201/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000191) Content loss 0.219071 (0.228626) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [98][2301/2490] Time 0.192 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000176 (0.000191) Content loss 0.291437 (0.228762) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.756) D(SR) 0.000 ( 0.000)
Epoch: [98][2401/2490] Time 0.193 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000206 (0.000191) Content loss 0.252335 (0.228655) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.140 ( 0.140) PSNR 31.98 (31.98) SSIM 0.9659 (0.9659)
Test: [2/5] Time 0.241 ( 0.191) PSNR 42.28 (37.13) SSIM 0.9788 (0.9724)
Test: [3/5] Time 0.147 ( 0.176) PSNR 42.37 (38.88) SSIM 0.9800 (0.9749)
Test: [4/5] Time 0.247 ( 0.194) PSNR 39.57 (39.05) SSIM 0.9618 (0.9717)
Test: [5/5] Time 0.132 ( 0.182) PSNR 31.66 (37.57) SSIM 0.9596 (0.9692)
* Time 0.18 PSNR 37.57 SSIM 0.97
Epoch: [99][ 1/2490] Time 0.260 ( 0.260) Data 0.000 ( 0.000) Pixel loss 0.000195 (0.000195) Content loss 0.232652 (0.232652) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [99][ 101/2490] Time 0.186 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000265 (0.000191) Content loss 0.294997 (0.231188) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.763) D(SR) 0.000 ( 0.000)
Epoch: [99][ 201/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000235 (0.000195) Content loss 0.283229 (0.231723) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.798) D(SR) 0.000 ( 0.000)
Epoch: [99][ 301/2490] Time 0.185 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000180 (0.000193) Content loss 0.185180 (0.229338) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.785) D(SR) 0.000 ( 0.000)
Epoch: [99][ 401/2490] Time 0.197 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000193) Content loss 0.247458 (0.227762) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.779) D(SR) 0.000 ( 0.000)
Epoch: [99][ 501/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000191) Content loss 0.157557 (0.227367) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.770) D(SR) 0.000 ( 0.000)
Epoch: [99][ 601/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000191) Content loss 0.241647 (0.227272) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.768) D(SR) 0.000 ( 0.000)
Epoch: [99][ 701/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000210 (0.000191) Content loss 0.227145 (0.227548) Adversarial loss 0.000000 (0.000000) D(HR) 0.175 ( 0.770) D(SR) 0.000 ( 0.000)
Epoch: [99][ 801/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000169 (0.000191) Content loss 0.209223 (0.228091) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.770) D(SR) 0.000 ( 0.000)
Epoch: [99][ 901/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000211 (0.000189) Content loss 0.289366 (0.227542) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.757) D(SR) 0.000 ( 0.000)
Epoch: [99][1001/2490] Time 0.193 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000231 (0.000189) Content loss 0.235682 (0.227283) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [99][1101/2490] Time 0.186 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000161 (0.000189) Content loss 0.196850 (0.227329) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [99][1201/2490] Time 0.191 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000203 (0.000188) Content loss 0.220430 (0.227270) Adversarial loss 0.000000 (0.000000) D(HR) 0.994 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [99][1301/2490] Time 0.185 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000174 (0.000188) Content loss 0.201228 (0.227316) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [99][1401/2490] Time 0.196 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000188) Content loss 0.208645 (0.227511) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.747) D(SR) 0.000 ( 0.000)
Epoch: [99][1501/2490] Time 0.194 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000139 (0.000188) Content loss 0.275749 (0.227811) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [99][1601/2490] Time 0.250 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000245 (0.000188) Content loss 0.302920 (0.227758) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [99][1701/2490] Time 0.184 ( 0.192) Data 0.000 ( 0.000) Pixel loss 0.000182 (0.000188) Content loss 0.278517 (0.227942) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [99][1801/2490] Time 0.183 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000173 (0.000188) Content loss 0.245093 (0.227770) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [99][1901/2490] Time 0.184 ( 0.191) Data 0.000 ( 0.000) Pixel loss 0.000204 (0.000188) Content loss 0.215659 (0.227673) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [99][2001/2490] Time 0.186 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000188) Content loss 0.260791 (0.227744) Adversarial loss 0.000000 (0.000000) D(HR) 0.944 ( 0.747) D(SR) 0.000 ( 0.000)
Epoch: [99][2101/2490] Time 0.188 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000219 (0.000188) Content loss 0.254697 (0.227717) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [99][2201/2490] Time 0.185 ( 0.190) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000188) Content loss 0.153942 (0.227792) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.742) D(SR) 0.000 ( 0.000)
Epoch: [99][2301/2490] Time 0.185 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000188) Content loss 0.282417 (0.227841) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.740) D(SR) 0.000 ( 0.000)
Epoch: [99][2401/2490] Time 0.183 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000188) Content loss 0.270447 (0.227854) Adversarial loss 0.000000 (0.000000) D(HR) 0.964 ( 0.742) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 31.81 (31.81) SSIM 0.9630 (0.9630)
Test: [2/5] Time 0.250 ( 0.195) PSNR 42.04 (36.92) SSIM 0.9782 (0.9706)
Test: [3/5] Time 0.147 ( 0.179) PSNR 42.18 (38.67) SSIM 0.9793 (0.9735)
Test: [4/5] Time 0.246 ( 0.196) PSNR 39.55 (38.89) SSIM 0.9604 (0.9702)
Test: [5/5] Time 0.132 ( 0.183) PSNR 31.22 (37.36) SSIM 0.9562 (0.9674)
* Time 0.18 PSNR 37.36 SSIM 0.97
Epoch: [100][ 1/2490] Time 0.286 ( 0.286) Data 0.000 ( 0.000) Pixel loss 0.000197 (0.000197) Content loss 0.262526 (0.262526) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [100][ 101/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000182) Content loss 0.180363 (0.229093) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.721) D(SR) 0.000 ( 0.000)
Epoch: [100][ 201/2490] Time 0.175 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000212 (0.000185) Content loss 0.221133 (0.230762) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [100][ 301/2490] Time 0.184 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000205 (0.000185) Content loss 0.230010 (0.227549) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.745) D(SR) 0.000 ( 0.000)
Epoch: [100][ 401/2490] Time 0.185 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000184 (0.000188) Content loss 0.194322 (0.227634) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.759) D(SR) 0.000 ( 0.000)
Epoch: [100][ 501/2490] Time 0.191 ( 0.183) Data 0.000 ( 0.000) Pixel loss 0.000189 (0.000188) Content loss 0.184245 (0.227596) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [100][ 601/2490] Time 0.191 ( 0.184) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000188) Content loss 0.299954 (0.227671) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [100][ 701/2490] Time 0.194 ( 0.185) Data 0.000 ( 0.000) Pixel loss 0.000183 (0.000189) Content loss 0.221854 (0.228392) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.748) D(SR) 0.000 ( 0.000)
Epoch: [100][ 801/2490] Time 0.189 ( 0.186) Data 0.000 ( 0.000) Pixel loss 0.000185 (0.000190) Content loss 0.204950 (0.228341) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.752) D(SR) 0.000 ( 0.000)
Epoch: [100][ 901/2490] Time 0.190 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000187 (0.000189) Content loss 0.250073 (0.228478) Adversarial loss 0.000000 (0.000000) D(HR) 0.989 ( 0.755) D(SR) 0.000 ( 0.000)
Epoch: [100][1001/2490] Time 0.191 ( 0.187) Data 0.000 ( 0.000) Pixel loss 0.000278 (0.000188) Content loss 0.301765 (0.228436) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [100][1101/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000189) Content loss 0.251636 (0.228176) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.744) D(SR) 0.000 ( 0.000)
Epoch: [100][1201/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000126 (0.000188) Content loss 0.209601 (0.228311) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.749) D(SR) 0.000 ( 0.000)
Epoch: [100][1301/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000199 (0.000188) Content loss 0.191630 (0.227770) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [100][1401/2490] Time 0.194 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000167 (0.000188) Content loss 0.274056 (0.227754) Adversarial loss 0.000000 (0.000000) D(HR) 0.304 ( 0.746) D(SR) 0.000 ( 0.000)
Epoch: [100][1501/2490] Time 0.191 ( 0.188) Data 0.000 ( 0.000) Pixel loss 0.000214 (0.000189) Content loss 0.262881 (0.227872) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.746) D(SR) 0.000 ( 0.000)
^HEpoch: [100][1601/2490] Time 0.191 ( 0.189) Data 0.000 ( 0.000) Pixel loss 0.000191 (0.000190) Content loss 0.220463 (0.228099) Adversarial loss 0.000000 (0.000000) D(HR) 0.016 ( 0.749) D(SR) 0.000 ( 0.000)
^H^H
(SR) 0.000 ( 0.000)
Epoch: [134][2401/2490] Time 0.195 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000158 (0.000175) Content loss 0.222684 (0.220235) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.931) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 0.141 ( 0.141) PSNR 33.29 (33.29) SSIM 0.9668 (0.9668)
Test: [2/5] Time 0.244 ( 0.192) PSNR 41.78 (37.54) SSIM 0.9776 (0.9722)
Test: [3/5] Time 0.152 ( 0.179) PSNR 42.01 (39.03) SSIM 0.9789 (0.9744)
Test: [4/5] Time 0.252 ( 0.197) PSNR 40.98 (39.52) SSIM 0.9646 (0.9720)
Test: [5/5] Time 0.132 ( 0.184) PSNR 32.61 (38.14) SSIM 0.9598 (0.9695)
* Time 0.18 PSNR 38.14 SSIM 0.97
Epoch: [135][ 1/2490] Time 0.312 ( 0.312) Data 0.000 ( 0.000) Pixel loss 0.000155 (0.000155) Content loss 0.259493 (0.259493) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.998) D(SR) 0.000 ( 0.000)
Epoch: [135][ 101/2490] Time 0.192 ( 0.195) Data 0.000 ( 0.000) Pixel loss 0.000160 (0.000171) Content loss 0.187152 (0.222757) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.920) D(SR) 0.000 ( 0.000)
Epoch: [135][ 201/2490] Time 0.193 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000174) Content loss 0.202774 (0.222478) Adversarial loss 0.000000 (0.000000) D(HR) 0.973 ( 0.926) D(SR) 0.000 ( 0.000)
Epoch: [135][ 301/2490] Time 0.194 ( 0.194) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000173) Content loss 0.214950 (0.221448) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.927) D(SR) 0.000 ( 0.000)
Epoch: [135][ 401/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000209 (0.000172) Content loss 0.262641 (0.221939) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.927) D(SR) 0.000 ( 0.000)
Epoch: [135][ 501/2490] Time 0.198 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000217 (0.000172) Content loss 0.252008 (0.222088) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.932) D(SR) 0.000 ( 0.000)
Epoch: [135][ 601/2490] Time 0.194 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000103 (0.000170) Content loss 0.172610 (0.220997) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.930) D(SR) 0.000 ( 0.000)
Epoch: [135][ 701/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000137 (0.000170) Content loss 0.202805 (0.221187) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.931) D(SR) 0.000 ( 0.000)
Epoch: [135][ 801/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000171) Content loss 0.206245 (0.220802) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.932) D(SR) 0.000 ( 0.000)
Epoch: [135][ 901/2490] Time 0.188 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000142 (0.000170) Content loss 0.210234 (0.220697) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.932) D(SR) 0.000 ( 0.000)
Epoch: [135][1001/2490] Time 0.187 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000150 (0.000170) Content loss 0.225113 (0.220557) Adversarial loss 0.000000 (0.000000) D(HR) 0.866 ( 0.931) D(SR) 0.000 ( 0.000)
Epoch: [135][1101/2490] Time 0.196 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000151 (0.000170) Content loss 0.172485 (0.220391) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.931) D(SR) 0.000 ( 0.000)
Epoch: [135][1201/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000171 (0.000170) Content loss 0.243411 (0.220274) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.930) D(SR) 0.000 ( 0.000)
Epoch: [135][1301/2490] Time 0.192 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000227 (0.000171) Content loss 0.255898 (0.219981) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.929) D(SR) 0.000 ( 0.000)
Epoch: [135][1401/2490] Time 0.191 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000138 (0.000171) Content loss 0.207005 (0.220097) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.926) D(SR) 0.000 ( 0.000)
Epoch: [135][1501/2490] Time 0.189 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000244 (0.000171) Content loss 0.259755 (0.219812) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.928) D(SR) 0.000 ( 0.000)
Epoch: [135][1601/2490] Time 0.190 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000225 (0.000171) Content loss 0.228834 (0.219470) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.929) D(SR) 0.000 ( 0.000)
Epoch: [135][1701/2490] Time 0.186 ( 0.193) Data 0.000 ( 0.000) Pixel loss 0.000131 (0.000172) Content loss 0.209763 (0.219807) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.932) D(SR) 0.000 ( 0.000)
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Last login: Sat May 11 20:39:23 2024 from 10.66.246.51
-bash: /etc/profile: 权限不够
-bash-5.1$ cd "/home/intel"
-bash-5.1$ sudo -s
[sudo] intel 的密码:
(base) root@intel-Super-Server:/home/intel# screen -r
There are several suitable screens on:
1183295.1 (2024年05月09日 19时51分45秒) (Detached)
1175414.test (2024年05月09日 18时25分42秒) (Detached)
1137988.4 (2024年05月09日 12时37分24秒) (Detached)
1084315.Qwen (2024年05月07日 09时45分56秒) (Detached)
1061200.pipe (2024年05月05日 19时58分26秒) (Detached)
825795.1 (2024年04月28日 10时28分16秒) (Detached)
777433.2 (2024年04月27日 19时00分20秒) (Detached)
682045.aixcoder (2024年04月26日 08时03分19秒) (Detached)
383583.0 (2024年04月25日 17时02分58秒) (Detached)
2367278.mix (2024年04月19日 10时24分34秒) (Detached)
2269226.lzk (2024年04月17日 18时23分40秒) (Attached)
Type "screen [-d] -r [pid.]tty.host" to resume one of them.
(base) root@intel-Super-Server:/home/intel# screen -r aixcoder
25A9%25E6%2588%2591%25E6%2584%259F%25E5%2588%25B0%25E4%25B8%258D%25E5%25BC%2580%25E5%25BF%2583%25E3%2580%2582%25E6%2588%2591%25E8%25BF%2598%25E5%259C%25A8%25E5%25AF%25BB%25E6%2589%25BE%25E6%258F%2590%25E5%258D%2587%25E4%25B8%25AA%25E4%25BA%25BA%25E7%258A%25B6%25E6%2580%2581%25E7%259A%2584%25E6%2596%25B9%25E6%25B3%2595%25EF%25BC%258C%25E6%25AF%2594%25E5%25A6%2582%25E6%258F%2590%25E5%258D%2587%25E9%25A5%25A5%25E9%25A5%25BF%25E5%2580%25BC%25E3%2580%2582%25E6%2580%25BB%25E4%25BD%2593%25E6%259D%25A5%25E8%25AF%25B4%25EF%25BC%258C%25E6%2588%2591%25E7%259B%25AE%25E5%2589%258D%25E6%2583%2585%25E7%25BB%25AA%25E4%25B8%258D%25E9%25AB%2598%25EF%25BC%258C%25E9%259C%2580%25E8%25A6%2581%25E6%2589%25BE%25E5%2588%25B0%25E8%25A7%25A3%25E5%2586%25B3%25E8%25BF%2599%25E4%25BA%259B%25E9%2597%25AE%25E9%25A2%2598%25E7%259A%2584%25E6%2596%25B9%25E6%25B3%2595%25E3%2580%2582 HTTP/1.1" 200 -
The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.
Setting `pad_token_id` to `eos_token_id`:151645 for open-end generation.
10.66.246.51 - - [10/May/2024 16:05:33] "GET /qwen?content=%25E6%2588%2591%25E6%259C%2580%25E8%25BF%2591%25E9%2581%2587%25E5%2588%25B0%25E7%259A%2584%25E9%2597%25AE%25E9%25A2%2598%25E6%2598%25AF%25E5%25A6%2582%25E4%25BD%2595%25E8%258E%25B7%25E5%258F%2596%25E5%25B0%258F%25E9%25B1%25BC%25E5%25B9%25B2%25EF%25BC%258C%25E5%2590%258C%25E6%2597%25B6%25E6%2588%2591%25E8%25BF%2598%25E5%259C%25A8%25E4%25B8%25BA%25E9%259D%25A2%25E8%25AF%2595%25E5%25B1%25A1%25E6%25AC%25A1%25E8%25A2%25AB%25E6%258B%2592%25E5%2592%258C%25E8%2580%2583%25E8%25AF%2595%25E4%25B8%258D%25E5%258F%258A%25E6%25A0%25BC%25E6%2584%259F%25E5%2588%25B0%25E7%2584%25A6%25E8%2599%2591%25E5%2592%258C%25E4%25BC%25A4%25E5%25BF%2583%25E3%2580%2582 HTTP/1.1" 200 -
^C(aiXCoder) root@intel-Super-Server:/home/intel/lzk/Qwen# python aixcoder_qwen.py
Loading checkpoint shards: 25%|████████████████████████████████████▎ Loading checkpoint shards: 50%|████████████████████████████████████████████████████████████████████████▌ Loading checkpoint shards: 75%|███████████████████████████████████████████████████████████████████████████████████████ Loading checkpoint shards: 100%|███████████████████████████████████████████████████████████████████████████████████████ Loading checkpoint shards: 100%|███████████████████████████████████████████████████████████████████████████████████████ ██████████████████████████████████████████████████████████| 4/4 [00:08<00:00, 2.08s/it]
Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.
* Serving Flask app 'aixcoder_qwen'
* Debug mode: off
WARNING: This is a development server. Do not use it in a production deployment. Use a production WSGI server instead.
* Running on all addresses (0.0.0.0)
* Running on http://127.0.0.1:5000
* Running on http://10.66.246.51:5000
Press CTRL+C to quit
The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.
Setting `pad_token_id` to `eos_token_id`:151645 for open-end generation.
10.66.246.51 - - [10/May/2024 16:08:03] "GET /qwen?content=%25E6%2588%2591%25E6%259C%2580%25E8%25BF%2591%25E5%259C%25A8%25E6%2589%25BE%25E5%25B7%25A5%25E4%25BD%259C%25E6%2597%25B6%25E9%2581%2587%25E5%2588%25B0%25E4%25BA%2586%25E5%259B%25B0%25E9%259A%25BE%25EF%25BC%258C%25E9%259D%25A2%25E8%25AF%2595%25E4%25BA%2586%25E5%2587%25A0%25E6%25AC%25A1%25E9%2583%25BD%25E8%25A2%25AB%25E6%258B%2592%25E7%25BB%259D%25E4%25BA%2586%25EF%25BC%258C%25E6%2584%259F%25E5%2588%25B0%25E9%259D%259E%25E5%25B8%25B8%25E7%2584%25A6%25E8%2599%2591%25E3%2580%2582%25E6%25AD%25A4%25E5%25A4%2596%25EF%25BC%258C%25E6%2588%2591%25E5%259C%25A8%25E8%2580%2583%25E8%25AF%2595%25E4%25B8%25AD%25E4%25B9%259F%25E9%2581%2587%25E5%2588%25B0%25E4%25BA%2586%25E9%2597%25AE%25E9%25A2%2598%25EF%25BC%258C%25E5%25B7%25AE%25E4%25B8%2580%25E7%2582%25B9%25E6%25B2%25A1%25E8%2583%25BD%25E5%258F%258A%25E6%25A0%25BC%25EF%25BC%258C%25E8%25BF%2599%25E8%25AE%25A9%25E6%2588%2591%25E6%2584%259F%25E5%2588%25B0%25E4%25B8%258D%25E5%25BC%2580%25E5%25BF%2583%25E3%2580%2582%25E6%2588%2591%25E8%25BF%2598%25E5%259C%25A8%25E5%25B0%259D%25E8%25AF%2595%25E4%25BA%2586%25E8%25A7%25A3%25E5%25A6%2582%25E4%25BD%2595%25E6%258F%2590%25E5%258D%2587%25E8%2587%25AA%25E5%25B7%25B1%25E7%259A%2584%25E6%259F%2590%25E4%25BA%259B%25E8%2583%25BD%25E5%258A%259B%25EF%25BC%258C%25E6%25AF%2594%25E5%25A6%2582%25E9%25A5%25A5%25E9%25A5%25BF%25E5%2580%25BC%25E7%259A%2584%25E6%258F%2590%25E5%258D%2587%25E6%2596%25B9%25E6%25B3%2595%25E3%2580%2582%25E6%2580%25BB%25E4%25BD%2593%25E6%259D%25A5%25E8%25AF%25B4%25EF%25BC%258C%25E6%2588%2591%25E6%259C%2580%25E8%25BF%2591%25E7%259A%2584%25E5%25BF%2583%25E6%2583%2585%25E4%25B8%258D%25E6%2598%25AF%25E5%25BE%2588%25E5%25A5%25BD%25E3%2580%2582 HTTP/1.1" 200 -
The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.
Setting `pad_token_id` to `eos_token_id`:151645 for open-end generation.
10.66.246.51 - - [10/May/2024 16:20:27] "GET /qwen?content=%25E6%2588%2591%25E6%259C%2580%25E8%25BF%2591%25E9%2581%2587%25E5%2588%25B0%25E7%259A%2584%25E9%2597%25AE%25E9%25A2%2598%25E6%2598%25AF%25E5%25A6%2582%25E4%25BD%2595%25E8%258E%25B7%25E5%258F%2596%25E5%25B0%258F%25E9%25B1%25BC%25E5%25B9%25B2%25EF%25BC%258C%25E5%2590%258C%25E6%2597%25B6%25E6%2588%2591%25E4%25B9%259F%25E5%259C%25A8%25E4%25B8%25BA%25E9%259D%25A2%25E8%25AF%2595%25E5%25B1%25A1%25E6%25AC%25A1%25E8%25A2%25AB%25E6%258B%2592%25E5%2592%258C%25E8%2580%2583%25E8%25AF%2595%25E4%25B8%258D%25E5%258F%258A%25E6%25A0%25BC%25E6%2584%259F%25E5%2588%25B0%25E7%2584%25A6%25E8%2599%2591%25E5%2592%258C%25E4%25BC%25A4%25E5%25BF%2583%25E3%2580%2582 HTTP/1.1" 200 -
The attention mask and the pad token id were not set. As a consequence, you may observe unexpected behavior. Please pass your input's `attention_mask` to obtain reliable results.
Setting `pad_token_id` to `eos_token_id`:151645 for open-end generation.
10.66.246.51 - - [10/May/2024 21:32:13] "GET /qwen?content=%25E6%2588%2591%25E6%259C%2580%25E8%25BF%2591%25E9%2581%2587%25E5%2588%25B0%25E7%259A%2584%25E9%2597%25AE%25E9%25A2%2598%25E6%2598%25AF%25E5%25A6%2582%25E4%25BD%2595%25E8%258E%25B7%25E5%258F%2596%25E5%25B0%258F%25E9%25B1%25BC%25E5%25B9%25B2%25EF%25BC%258C%25E5%2590%258C%25E6%2597%25B6%25E6%2588%2591%25E4%25B9%259F%25E5%259C%25A8%25E4%25B8%25BA%25E9%259D%25A2%25E8%25AF%2595%25E5%25B1%25A1%25E6%25AC%25A1%25E8%25A2%25AB%25E6%258B%2592%25E5%2592%258C%25E8%2580%2583%25E8%25AF%2595%25E4%25B8%258D%25E5%258F%258A%25E6%25A0%25BC%25E6%2584%259F%25E5%2588%25B0%25E7%2584%25A6%25E8%2599%2591%25E5%2592%258C%25E4%25BC%25A4%25E5%25BF%2583%25E3%2580%2582 HTTP/1.1" 200 -
^C(aiXCoder) root@intel-Super-Server:/home/intel/lzk/Qwen# cd ..
(aiXCoder) root@intel-Super-Server:/home/intel/lzk# cd ..
(aiXCoder) root@intel-Super-Server:/home/intel# cd lzk
(aiXCoder) root@intel-Super-Server:/home/intel/lzk# cd LSRGAN-PyTorch
(aiXCoder) root@intel-Super-Server:/home/intel/lzk/LSRGAN-PyTorch# nvidia-smi
Sat May 11 22:51:54 2024
+-----------------------------------------------------------------------------------------+
| NVIDIA-SMI 550.67 Driver Version: 550.67 CUDA Version: 12.4 |
|-----------------------------------------+------------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+========================+======================|
| 0 NVIDIA GeForce RTX 4090 Off | 00000000:31:00.0 Off | Off |
| 0% 32C P8 15W / 450W | 4560MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
| 1 NVIDIA GeForce RTX 4090 Off | 00000000:4B:00.0 Off | Off |
| 0% 36C P2 113W / 450W | 12082MiB / 24564MiB | 35% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
| 2 NVIDIA GeForce RTX 4090 Off | 00000000:B1:00.0 Off | Off |
| 0% 32C P8 11W / 450W | 4982MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
| 3 NVIDIA GeForce RTX 4090 Off | 00000000:CA:00.0 Off | Off |
| 0% 33C P8 13W / 450W | 5870MiB / 24564MiB | 0% Default |
| | | N/A |
+-----------------------------------------+------------------------+----------------------+
+-----------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=========================================================================================|
| 0 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 0 N/A N/A 1250754 C python 404MiB |
| 0 N/A N/A 1254417 C python 4134MiB |
| 1 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 1 N/A N/A 1250754 C python 7096MiB |
| 1 N/A N/A 1254417 C python 4964MiB |
| 2 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 2 N/A N/A 1254417 C python 4964MiB |
| 3 N/A N/A 3292 G /usr/lib/xorg/Xorg 4MiB |
| 3 N/A N/A 1254417 C python 5852MiB |
+-----------------------------------------------------------------------------------------+
(aiXCoder) root@intel-Super-Server:/home/intel/lzk/LSRGAN-PyTorch# conda activate esrgan
(esrgan) root@intel-Super-Server:/home/intel/lzk/LSRGAN-PyTorch# python train_lsrgan.py
Load all datasets successfully.
Build `lsrgan_x2` model successfully.
Define all loss functions successfully.
Define all optimizer functions successfully.
Define all optimizer scheduler functions successfully.
Check whether to load pretrained d model weights...
Pretrained d model weights not found.
Check whether to load pretrained g model weights...
Pretrained g model weights not found.
Check whether the pretrained d model is restored...
Resume training d model not found. Start training from scratch.
Check whether the pretrained g model is restored...
Resume training g model not found. Start training from scratch.
Epoch: [1][ 1/2490] Time 1.564 ( 1.564) Data 0.000 ( 0.000) Pixel loss 0.002214 (0.002214) Content loss 0.796814 (0.796814) Adversarial loss 0.000123 (0.000123) D(HR) 0.689 ( 0.689) D(SR) 0.049 ( 0.049)
Epoch: [1][ 101/2490] Time 0.215 ( 0.230) Data 0.000 ( 0.000) Pixel loss 0.001243 (0.001713) Content loss 0.414997 (0.631744) Adversarial loss 0.000000 (0.000002) D(HR) 0.991 ( 0.951) D(SR) 0.000 ( 0.002)
Epoch: [1][ 201/2490] Time 0.220 ( 0.222) Data 0.000 ( 0.000) Pixel loss 0.001601 (0.001636) Content loss 0.491485 (0.590472) Adversarial loss 0.000000 (0.000001) D(HR) 0.996 ( 0.972) D(SR) 0.000 ( 0.001)
Epoch: [1][ 301/2490] Time 0.219 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001330 (0.001605) Content loss 0.470256 (0.560537) Adversarial loss 0.000000 (0.000001) D(HR) 0.995 ( 0.978) D(SR) 0.000 ( 0.001)
Epoch: [1][ 401/2490] Time 0.223 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001512 (0.001559) Content loss 0.436188 (0.530182) Adversarial loss 0.000000 (0.000001) D(HR) 0.995 ( 0.983) D(SR) 0.000 ( 0.001)
Epoch: [1][ 501/2490] Time 0.221 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001629 (0.001532) Content loss 0.397012 (0.504128) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.986) D(SR) 0.000 ( 0.001)
Epoch: [1][ 601/2490] Time 0.240 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001083 (0.001509) Content loss 0.318030 (0.483384) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.988) D(SR) 0.000 ( 0.000)
Epoch: [1][ 701/2490] Time 0.218 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001986 (0.001489) Content loss 0.456834 (0.465150) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.989) D(SR) 0.000 ( 0.000)
Epoch: [1][ 801/2490] Time 0.210 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001352 (0.001483) Content loss 0.314757 (0.451819) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.990) D(SR) 0.000 ( 0.000)
Epoch: [1][ 901/2490] Time 0.215 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.001162 (0.001474) Content loss 0.301565 (0.440128) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.991) D(SR) 0.000 ( 0.000)
Epoch: [1][1001/2490] Time 0.214 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.001232 (0.001457) Content loss 0.372281 (0.428818) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [1][1101/2490] Time 0.219 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.001313 (0.001451) Content loss 0.281780 (0.420728) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.992) D(SR) 0.000 ( 0.000)
Epoch: [1][1201/2490] Time 0.214 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.001209 (0.001441) Content loss 0.272691 (0.412872) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [1][1301/2490] Time 0.213 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.001463 (0.001434) Content loss 0.349438 (0.405575) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [1][1401/2490] Time 0.215 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.001227 (0.001425) Content loss 0.297000 (0.399144) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.993) D(SR) 0.000 ( 0.000)
Epoch: [1][1501/2490] Time 0.217 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.001226 (0.001416) Content loss 0.327908 (0.393158) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [1][1601/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000909 (0.001411) Content loss 0.222669 (0.387986) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [1][1701/2490] Time 0.212 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.001474 (0.001405) Content loss 0.329467 (0.383330) Adversarial loss 0.000000 (0.000000) D(HR) 0.997 ( 0.994) D(SR) 0.000 ( 0.000)
Epoch: [1][1801/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000970 (0.001400) Content loss 0.234619 (0.379008) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [1][1901/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001792 (0.001400) Content loss 0.379584 (0.375681) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.995) D(SR) 0.000 ( 0.000)
Epoch: [1][2001/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001502 (0.001395) Content loss 0.305456 (0.371774) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.994) D(SR) 0.001 ( 0.001)
Epoch: [1][2101/2490] Time 0.213 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001361 (0.001393) Content loss 0.330844 (0.368705) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.994) D(SR) 0.001 ( 0.001)
Epoch: [1][2201/2490] Time 0.213 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001347 (0.001391) Content loss 0.302271 (0.365614) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.995) D(SR) 0.001 ( 0.001)
Epoch: [1][2301/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001464 (0.001388) Content loss 0.316585 (0.362391) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.995) D(SR) 0.001 ( 0.001)
Epoch: [1][2401/2490] Time 0.214 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001281 (0.001388) Content loss 0.335995 (0.359825) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.995) D(SR) 0.000 ( 0.001)
Test: [1/5] Time 8.142 ( 8.142) PSNR 14.39 (14.39) SSIM 0.8814 (0.8814)
Test: [2/5] Time 7.693 ( 7.917) PSNR 25.54 (19.96) SSIM 0.9682 (0.9248)
Test: [3/5] Time 1.879 ( 5.904) PSNR 25.38 (21.77) SSIM 0.9670 (0.9389)
Test: [4/5] Time 5.150 ( 5.716) PSNR 17.66 (20.74) SSIM 0.8541 (0.9177)
Test: [5/5] Time 1.924 ( 4.957) PSNR 14.43 (19.48) SSIM 0.8801 (0.9102)
* Time 4.96 PSNR 19.48 SSIM 0.91
Epoch: [2][ 1/2490] Time 0.306 ( 0.306) Data 0.000 ( 0.000) Pixel loss 0.001131 (0.001131) Content loss 0.239055 (0.239055) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 101/2490] Time 0.208 ( 0.212) Data 0.000 ( 0.000) Pixel loss 0.001007 (0.001348) Content loss 0.242812 (0.296151) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 201/2490] Time 0.215 ( 0.212) Data 0.000 ( 0.000) Pixel loss 0.001214 (0.001324) Content loss 0.261971 (0.294077) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 301/2490] Time 0.213 ( 0.212) Data 0.000 ( 0.000) Pixel loss 0.001417 (0.001334) Content loss 0.285517 (0.293895) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.000)
Epoch: [2][ 401/2490] Time 0.208 ( 0.212) Data 0.000 ( 0.000) Pixel loss 0.001460 (0.001330) Content loss 0.319278 (0.291667) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 501/2490] Time 0.208 ( 0.212) Data 0.000 ( 0.000) Pixel loss 0.001235 (0.001334) Content loss 0.311104 (0.290950) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 601/2490] Time 0.210 ( 0.212) Data 0.000 ( 0.000) Pixel loss 0.001415 (0.001333) Content loss 0.322126 (0.290722) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 701/2490] Time 0.232 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001253 (0.001333) Content loss 0.290635 (0.289665) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 801/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001120 (0.001330) Content loss 0.230175 (0.287872) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][ 901/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001222 (0.001325) Content loss 0.261517 (0.286561) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1001/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.002125 (0.001329) Content loss 0.427102 (0.286523) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1101/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001416 (0.001328) Content loss 0.248698 (0.285616) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1201/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001889 (0.001330) Content loss 0.355228 (0.285473) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1301/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001954 (0.001327) Content loss 0.311224 (0.284779) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001921 (0.001328) Content loss 0.325309 (0.283986) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1501/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000910 (0.001331) Content loss 0.240369 (0.283932) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1601/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001278 (0.001332) Content loss 0.279023 (0.283217) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1701/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001337 (0.001335) Content loss 0.260567 (0.283254) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1801/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001446 (0.001332) Content loss 0.295820 (0.282553) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][1901/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001456 (0.001333) Content loss 0.296398 (0.282097) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][2001/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001164 (0.001330) Content loss 0.247547 (0.281175) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][2101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001507 (0.001332) Content loss 0.243673 (0.280748) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][2201/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001195 (0.001332) Content loss 0.261827 (0.280216) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][2301/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001296 (0.001331) Content loss 0.267249 (0.279809) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [2][2401/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001227 (0.001331) Content loss 0.274630 (0.279294) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.927 ( 1.927) PSNR 14.34 (14.34) SSIM 0.8831 (0.8831)
Test: [2/5] Time 1.877 ( 1.902) PSNR 27.03 (20.68) SSIM 0.9760 (0.9295)
Test: [3/5] Time 1.875 ( 1.893) PSNR 26.80 (22.72) SSIM 0.9749 (0.9446)
Test: [4/5] Time 1.245 ( 1.731) PSNR 17.69 (21.47) SSIM 0.8574 (0.9228)
Test: [5/5] Time 1.923 ( 1.769) PSNR 14.43 (20.06) SSIM 0.8840 (0.9151)
* Time 1.77 PSNR 20.06 SSIM 0.92
Epoch: [3][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.001027 (0.001027) Content loss 0.203294 (0.203294) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 101/2490] Time 0.225 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.001114 (0.001342) Content loss 0.214638 (0.263485) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 201/2490] Time 0.214 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.001683 (0.001340) Content loss 0.340334 (0.266498) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 301/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000882 (0.001335) Content loss 0.189280 (0.264365) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 401/2490] Time 0.213 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001601 (0.001330) Content loss 0.334376 (0.264811) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 501/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001347 (0.001346) Content loss 0.240022 (0.265460) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 601/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001246 (0.001339) Content loss 0.262828 (0.264077) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 701/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001134 (0.001336) Content loss 0.215142 (0.263025) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 801/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001623 (0.001333) Content loss 0.277404 (0.262866) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][ 901/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001033 (0.001332) Content loss 0.221618 (0.261903) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001274 (0.001329) Content loss 0.263363 (0.261765) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1101/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001326 (0.001330) Content loss 0.233341 (0.261164) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000896 (0.001331) Content loss 0.187817 (0.260944) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001007 (0.001332) Content loss 0.234852 (0.260849) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1401/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001022 (0.001334) Content loss 0.236818 (0.260987) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1501/2490] Time 0.214 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001711 (0.001334) Content loss 0.308530 (0.260818) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1601/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001298 (0.001338) Content loss 0.258265 (0.260711) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1701/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001436 (0.001338) Content loss 0.256987 (0.260088) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1801/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001776 (0.001338) Content loss 0.308262 (0.260076) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][1901/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001175 (0.001339) Content loss 0.242890 (0.259946) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][2001/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001476 (0.001338) Content loss 0.306785 (0.260107) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][2101/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000504 (0.001336) Content loss 0.151672 (0.259448) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][2201/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001281 (0.001336) Content loss 0.261406 (0.259299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][2301/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001638 (0.001336) Content loss 0.241360 (0.258939) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [3][2401/2490] Time 0.214 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001272 (0.001334) Content loss 0.223280 (0.258537) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.927 ( 1.927) PSNR 13.84 (13.84) SSIM 0.8724 (0.8724)
Test: [2/5] Time 1.878 ( 1.902) PSNR 25.91 (19.88) SSIM 0.9720 (0.9222)
Test: [3/5] Time 1.876 ( 1.894) PSNR 25.78 (21.84) SSIM 0.9712 (0.9385)
Test: [4/5] Time 1.245 ( 1.731) PSNR 17.41 (20.74) SSIM 0.8531 (0.9172)
Test: [5/5] Time 1.922 ( 1.770) PSNR 13.90 (19.37) SSIM 0.8732 (0.9084)
* Time 1.77 PSNR 19.37 SSIM 0.91
Epoch: [4][ 1/2490] Time 0.304 ( 0.304) Data 0.000 ( 0.000) Pixel loss 0.000939 (0.000939) Content loss 0.180263 (0.180263) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 101/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001989 (0.001310) Content loss 0.324764 (0.250965) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 201/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001274 (0.001312) Content loss 0.253385 (0.249935) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 301/2490] Time 0.222 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001352 (0.001333) Content loss 0.230611 (0.251331) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 401/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001088 (0.001342) Content loss 0.214709 (0.251099) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 501/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000603 (0.001332) Content loss 0.191094 (0.249738) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 601/2490] Time 0.212 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001420 (0.001331) Content loss 0.284985 (0.249854) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 701/2490] Time 0.212 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001200 (0.001329) Content loss 0.236861 (0.249604) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 801/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001405 (0.001332) Content loss 0.309473 (0.250055) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][ 901/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001170 (0.001329) Content loss 0.220944 (0.249315) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000955 (0.001326) Content loss 0.170459 (0.248647) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1101/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001104 (0.001319) Content loss 0.227874 (0.247759) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1201/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001256 (0.001318) Content loss 0.244871 (0.247615) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1301/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001769 (0.001318) Content loss 0.266837 (0.246864) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1401/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001500 (0.001315) Content loss 0.248267 (0.246433) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1501/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001529 (0.001312) Content loss 0.270784 (0.246402) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1601/2490] Time 0.214 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001578 (0.001317) Content loss 0.273488 (0.246545) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1701/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001167 (0.001317) Content loss 0.172620 (0.246372) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1801/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001429 (0.001319) Content loss 0.225012 (0.246430) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][1901/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001073 (0.001320) Content loss 0.184190 (0.246480) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][2001/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001903 (0.001323) Content loss 0.320733 (0.246551) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][2101/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001650 (0.001324) Content loss 0.246266 (0.246577) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][2201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001320 (0.001324) Content loss 0.243587 (0.246592) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][2301/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001658 (0.001323) Content loss 0.312727 (0.246385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [4][2401/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001737 (0.001323) Content loss 0.278835 (0.246077) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.927 ( 1.927) PSNR 13.99 (13.99) SSIM 0.8785 (0.8785)
Test: [2/5] Time 1.877 ( 1.902) PSNR 26.27 (20.13) SSIM 0.9748 (0.9266)
Test: [3/5] Time 1.876 ( 1.893) PSNR 26.10 (22.12) SSIM 0.9737 (0.9423)
Test: [4/5] Time 1.244 ( 1.731) PSNR 17.67 (21.01) SSIM 0.8624 (0.9223)
Test: [5/5] Time 1.922 ( 1.769) PSNR 14.04 (19.62) SSIM 0.8791 (0.9137)
* Time 1.77 PSNR 19.62 SSIM 0.91
Epoch: [5][ 1/2490] Time 0.300 ( 0.300) Data 0.000 ( 0.000) Pixel loss 0.001157 (0.001157) Content loss 0.213129 (0.213129) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 101/2490] Time 0.216 ( 0.230) Data 0.000 ( 0.000) Pixel loss 0.001609 (0.001317) Content loss 0.269100 (0.243359) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 201/2490] Time 0.210 ( 0.222) Data 0.000 ( 0.000) Pixel loss 0.001562 (0.001340) Content loss 0.276068 (0.244858) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 301/2490] Time 0.213 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000931 (0.001318) Content loss 0.160725 (0.241731) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 401/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.001083 (0.001316) Content loss 0.256935 (0.241579) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 501/2490] Time 0.216 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.001286 (0.001311) Content loss 0.205430 (0.240531) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 601/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001904 (0.001318) Content loss 0.266163 (0.241268) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 701/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000955 (0.001313) Content loss 0.208136 (0.240245) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 801/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000988 (0.001313) Content loss 0.186375 (0.240528) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][ 901/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001301 (0.001317) Content loss 0.271556 (0.240603) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1001/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001239 (0.001320) Content loss 0.229900 (0.240339) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1101/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001206 (0.001318) Content loss 0.230789 (0.239899) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1201/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001679 (0.001318) Content loss 0.283918 (0.239982) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1301/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001586 (0.001317) Content loss 0.263020 (0.240070) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000934 (0.001316) Content loss 0.178314 (0.239648) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1501/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001855 (0.001317) Content loss 0.290035 (0.239793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001089 (0.001315) Content loss 0.256653 (0.239807) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1701/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001037 (0.001315) Content loss 0.209140 (0.239799) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001566 (0.001313) Content loss 0.263720 (0.239612) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][1901/2490] Time 0.221 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001262 (0.001315) Content loss 0.244094 (0.239614) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][2001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000828 (0.001315) Content loss 0.224120 (0.239333) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][2101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001200 (0.001316) Content loss 0.199822 (0.239085) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][2201/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001147 (0.001315) Content loss 0.172575 (0.238926) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001492 (0.001314) Content loss 0.293674 (0.238614) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [5][2401/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001323 (0.001314) Content loss 0.246664 (0.238389) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 14.09 (14.09) SSIM 0.8798 (0.8798)
Test: [2/5] Time 1.877 ( 1.902) PSNR 26.72 (20.41) SSIM 0.9758 (0.9278)
Test: [3/5] Time 1.876 ( 1.893) PSNR 26.57 (22.46) SSIM 0.9751 (0.9436)
Test: [4/5] Time 1.244 ( 1.731) PSNR 17.84 (21.31) SSIM 0.8647 (0.9239)
Test: [5/5] Time 1.922 ( 1.769) PSNR 14.15 (19.87) SSIM 0.8806 (0.9152)
* Time 1.77 PSNR 19.87 SSIM 0.92
Epoch: [6][ 1/2490] Time 0.242 ( 0.242) Data 0.000 ( 0.000) Pixel loss 0.001440 (0.001440) Content loss 0.280949 (0.280949) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000985 (0.001320) Content loss 0.193908 (0.234660) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000812 (0.001321) Content loss 0.170958 (0.234396) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 301/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000777 (0.001303) Content loss 0.190174 (0.233685) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001150 (0.001297) Content loss 0.211406 (0.233452) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 501/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001414 (0.001295) Content loss 0.231132 (0.232925) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 601/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001235 (0.001297) Content loss 0.181744 (0.232766) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 701/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001282 (0.001296) Content loss 0.241915 (0.232226) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 801/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000794 (0.001298) Content loss 0.194087 (0.232798) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][ 901/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001591 (0.001294) Content loss 0.249157 (0.232402) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1001/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001550 (0.001300) Content loss 0.235153 (0.233176) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1101/2490] Time 0.252 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001297 (0.001300) Content loss 0.276582 (0.233030) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1201/2490] Time 0.223 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001093 (0.001305) Content loss 0.203012 (0.232814) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1301/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001248 (0.001306) Content loss 0.232497 (0.232795) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1401/2490] Time 0.254 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001111 (0.001308) Content loss 0.216184 (0.233009) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1501/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001370 (0.001310) Content loss 0.226102 (0.232970) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1601/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001788 (0.001312) Content loss 0.243139 (0.233241) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1701/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001556 (0.001315) Content loss 0.248605 (0.233210) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1801/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001437 (0.001316) Content loss 0.234077 (0.233172) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][1901/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001311 (0.001315) Content loss 0.261936 (0.233071) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][2001/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000760 (0.001315) Content loss 0.143868 (0.233083) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][2101/2490] Time 0.223 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001540 (0.001314) Content loss 0.258005 (0.232845) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][2201/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001147 (0.001314) Content loss 0.194679 (0.232937) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][2301/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001039 (0.001314) Content loss 0.211406 (0.232996) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [6][2401/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000986 (0.001312) Content loss 0.201985 (0.232884) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 14.60 (14.60) SSIM 0.8907 (0.8907)
Test: [2/5] Time 1.878 ( 1.902) PSNR 27.24 (20.92) SSIM 0.9768 (0.9338)
Test: [3/5] Time 1.876 ( 1.893) PSNR 27.07 (22.97) SSIM 0.9760 (0.9479)
Test: [4/5] Time 1.245 ( 1.731) PSNR 18.18 (21.77) SSIM 0.8725 (0.9290)
Test: [5/5] Time 1.923 ( 1.770) PSNR 14.66 (20.35) SSIM 0.8910 (0.9214)
* Time 1.77 PSNR 20.35 SSIM 0.92
Epoch: [7][ 1/2490] Time 0.309 ( 0.309) Data 0.000 ( 0.000) Pixel loss 0.001107 (0.001107) Content loss 0.181247 (0.181247) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 101/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000915 (0.001299) Content loss 0.163839 (0.228176) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 201/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000994 (0.001300) Content loss 0.163497 (0.229034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 301/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001159 (0.001314) Content loss 0.206257 (0.230468) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001645 (0.001313) Content loss 0.265370 (0.229752) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 501/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001083 (0.001319) Content loss 0.201541 (0.230362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000935 (0.001326) Content loss 0.165293 (0.231330) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 701/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001132 (0.001322) Content loss 0.216075 (0.230691) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 801/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001323 (0.001317) Content loss 0.245116 (0.230129) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001377 (0.001314) Content loss 0.225629 (0.229524) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1001/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001364 (0.001309) Content loss 0.246277 (0.228601) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001220 (0.001310) Content loss 0.204442 (0.228461) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1201/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000826 (0.001310) Content loss 0.221453 (0.228255) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001017 (0.001309) Content loss 0.169486 (0.228191) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1401/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001080 (0.001309) Content loss 0.185001 (0.228378) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1501/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001284 (0.001307) Content loss 0.236197 (0.228335) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1601/2490] Time 0.257 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000960 (0.001307) Content loss 0.211322 (0.228399) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1701/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001213 (0.001307) Content loss 0.266517 (0.228499) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1801/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001195 (0.001310) Content loss 0.218373 (0.228701) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][1901/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001274 (0.001308) Content loss 0.206208 (0.228415) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][2001/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001376 (0.001310) Content loss 0.228434 (0.228450) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][2101/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001317 (0.001309) Content loss 0.233853 (0.228184) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][2201/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.001213 (0.001308) Content loss 0.212773 (0.228212) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001662 (0.001307) Content loss 0.300791 (0.228053) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [7][2401/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001087 (0.001306) Content loss 0.197040 (0.227844) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 14.12 (14.12) SSIM 0.8803 (0.8803)
Test: [2/5] Time 1.877 ( 1.902) PSNR 26.57 (20.34) SSIM 0.9749 (0.9276)
Test: [3/5] Time 1.876 ( 1.893) PSNR 26.38 (22.36) SSIM 0.9738 (0.9430)
Test: [4/5] Time 1.244 ( 1.731) PSNR 17.66 (21.18) SSIM 0.8598 (0.9222)
Test: [5/5] Time 1.922 ( 1.769) PSNR 14.19 (19.78) SSIM 0.8816 (0.9141)
* Time 1.77 PSNR 19.78 SSIM 0.91
Epoch: [8][ 1/2490] Time 0.270 ( 0.270) Data 0.000 ( 0.000) Pixel loss 0.001389 (0.001389) Content loss 0.294998 (0.294998) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 101/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001160 (0.001332) Content loss 0.206634 (0.229181) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001820 (0.001304) Content loss 0.221431 (0.225407) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001484 (0.001303) Content loss 0.242658 (0.225418) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 401/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001237 (0.001317) Content loss 0.211185 (0.226371) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001560 (0.001315) Content loss 0.228855 (0.226263) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001259 (0.001320) Content loss 0.248238 (0.226479) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 701/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001192 (0.001318) Content loss 0.258546 (0.226922) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 801/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001067 (0.001313) Content loss 0.187926 (0.226891) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][ 901/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001386 (0.001311) Content loss 0.209998 (0.226581) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1001/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001958 (0.001308) Content loss 0.253728 (0.226455) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1101/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000729 (0.001305) Content loss 0.153102 (0.225916) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1201/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001532 (0.001300) Content loss 0.248623 (0.225429) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1301/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001683 (0.001299) Content loss 0.299034 (0.225080) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1401/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001376 (0.001301) Content loss 0.258417 (0.225216) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000804 (0.001301) Content loss 0.176321 (0.224810) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1601/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001157 (0.001302) Content loss 0.206026 (0.224600) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1701/2490] Time 0.202 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000618 (0.001300) Content loss 0.147245 (0.224447) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1801/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001221 (0.001299) Content loss 0.248560 (0.224360) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][1901/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001139 (0.001299) Content loss 0.218770 (0.224378) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][2001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001314 (0.001298) Content loss 0.256393 (0.223994) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][2101/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001334 (0.001301) Content loss 0.242928 (0.224405) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][2201/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001325 (0.001301) Content loss 0.263761 (0.224643) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][2301/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001234 (0.001301) Content loss 0.194102 (0.224320) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [8][2401/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.001151 (0.001302) Content loss 0.234348 (0.224452) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.927 ( 1.927) PSNR 14.06 (14.06) SSIM 0.8789 (0.8789)
Test: [2/5] Time 1.878 ( 1.902) PSNR 26.60 (20.33) SSIM 0.9753 (0.9271)
Test: [3/5] Time 1.876 ( 1.894) PSNR 26.44 (22.37) SSIM 0.9745 (0.9429)
Test: [4/5] Time 1.245 ( 1.731) PSNR 17.85 (21.24) SSIM 0.8637 (0.9231)
Test: [5/5] Time 1.922 ( 1.769) PSNR 14.11 (19.81) SSIM 0.8794 (0.9144)
* Time 1.77 PSNR 19.81 SSIM 0.91
Epoch: [9][ 1/2490] Time 0.253 ( 0.253) Data 0.000 ( 0.000) Pixel loss 0.001530 (0.001530) Content loss 0.222947 (0.222947) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 101/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001002 (0.001265) Content loss 0.204307 (0.218519) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000661 (0.001267) Content loss 0.110733 (0.217748) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001331 (0.001277) Content loss 0.225549 (0.219755) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000996 (0.001291) Content loss 0.189599 (0.220912) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001225 (0.001299) Content loss 0.220538 (0.222214) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 601/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001003 (0.001289) Content loss 0.162975 (0.220841) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 701/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001164 (0.001298) Content loss 0.217305 (0.221898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001045 (0.001301) Content loss 0.210107 (0.222007) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][ 901/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001283 (0.001304) Content loss 0.214790 (0.221902) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1001/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000883 (0.001302) Content loss 0.146090 (0.221586) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1101/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.001440 (0.001300) Content loss 0.215354 (0.221122) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001238 (0.001298) Content loss 0.213922 (0.221136) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001383 (0.001293) Content loss 0.237878 (0.221100) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001265 (0.001295) Content loss 0.204092 (0.221010) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1501/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001374 (0.001293) Content loss 0.221239 (0.220785) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001340 (0.001295) Content loss 0.206983 (0.220630) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1701/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001320 (0.001295) Content loss 0.276377 (0.220809) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1801/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001808 (0.001296) Content loss 0.256758 (0.221086) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][1901/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001208 (0.001296) Content loss 0.173227 (0.221038) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][2001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001970 (0.001295) Content loss 0.280747 (0.220862) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][2101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001309 (0.001295) Content loss 0.225888 (0.220816) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][2201/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001139 (0.001296) Content loss 0.180903 (0.220800) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][2301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001393 (0.001297) Content loss 0.222534 (0.220848) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [9][2401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.001014 (0.001279) Content loss 0.257475 (0.219919) Adversarial loss 0.000009 (0.000026) D(HR) 0.987 ( 0.993) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 23.10 (23.10) SSIM 0.9707 (0.9707)
Test: [2/5] Time 1.878 ( 1.902) PSNR 43.60 (33.35) SSIM 0.9904 (0.9805)
Test: [3/5] Time 1.876 ( 1.893) PSNR 42.91 (36.53) SSIM 0.9904 (0.9838)
Test: [4/5] Time 1.244 ( 1.731) PSNR 26.35 (33.99) SSIM 0.9594 (0.9777)
Test: [5/5] Time 1.922 ( 1.769) PSNR 23.39 (31.87) SSIM 0.9691 (0.9760)
* Time 1.77 PSNR 31.87 SSIM 0.98
Epoch: [10][ 1/2490] Time 0.305 ( 0.305) Data 0.000 ( 0.000) Pixel loss 0.000411 (0.000411) Content loss 0.160843 (0.160843) Adversarial loss 0.000001 (0.000001) D(HR) 0.724 ( 0.724) D(SR) 0.000 ( 0.000)
Epoch: [10][ 101/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000364 (0.000314) Content loss 0.145563 (0.165426) Adversarial loss 0.000000 (0.000019) D(HR) 0.999 ( 0.567) D(SR) 0.002 ( 0.021)
Epoch: [10][ 201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000146 (0.000278) Content loss 0.198438 (0.164856) Adversarial loss 0.000001 (0.000027) D(HR) 0.030 ( 0.474) D(SR) 0.000 ( 0.023)
Epoch: [10][ 301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000198 (0.000244) Content loss 0.152914 (0.161999) Adversarial loss 0.000002 (0.000026) D(HR) 0.000 ( 0.394) D(SR) 0.000 ( 0.026)
Epoch: [10][ 401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000224) Content loss 0.107008 (0.159223) Adversarial loss 0.000056 (0.000024) D(HR) 0.000 ( 0.319) D(SR) 0.000 ( 0.020)
Epoch: [10][ 501/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000107 (0.000209) Content loss 0.129779 (0.156768) Adversarial loss 0.000000 (0.000020) D(HR) 0.000 ( 0.317) D(SR) 0.000 ( 0.016)
Epoch: [10][ 601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000085 (0.000195) Content loss 0.123819 (0.155074) Adversarial loss 0.000002 (0.000019) D(HR) 0.973 ( 0.356) D(SR) 0.002 ( 0.021)
Epoch: [10][ 701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000156 (0.000185) Content loss 0.138775 (0.153575) Adversarial loss 0.000014 (0.000021) D(HR) 0.000 ( 0.373) D(SR) 0.000 ( 0.023)
Epoch: [10][ 801/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000114 (0.000178) Content loss 0.138215 (0.153009) Adversarial loss 0.000000 (0.000022) D(HR) 1.000 ( 0.384) D(SR) 0.001 ( 0.022)
Epoch: [10][ 901/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000087 (0.000170) Content loss 0.101039 (0.151648) Adversarial loss 0.000000 (0.000021) D(HR) 0.933 ( 0.440) D(SR) 0.000 ( 0.025)
Epoch: [10][1001/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000101 (0.000162) Content loss 0.143172 (0.150605) Adversarial loss 0.000000 (0.000024) D(HR) 1.000 ( 0.482) D(SR) 0.000 ( 0.027)
Epoch: [10][1101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000076 (0.000156) Content loss 0.136971 (0.149776) Adversarial loss 0.000000 (0.000022) D(HR) 1.000 ( 0.529) D(SR) 0.000 ( 0.025)
Epoch: [10][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000087 (0.000151) Content loss 0.101765 (0.148698) Adversarial loss 0.000000 (0.000020) D(HR) 1.000 ( 0.563) D(SR) 0.000 ( 0.024)
Epoch: [10][1301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000128 (0.000147) Content loss 0.114816 (0.147927) Adversarial loss 0.000000 (0.000019) D(HR) 0.044 ( 0.582) D(SR) 0.000 ( 0.024)
Epoch: [10][1401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000100 (0.000144) Content loss 0.138904 (0.147698) Adversarial loss 0.000000 (0.000018) D(HR) 0.998 ( 0.596) D(SR) 0.000 ( 0.022)
Epoch: [10][1501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000063 (0.000140) Content loss 0.120684 (0.146813) Adversarial loss 0.000000 (0.000016) D(HR) 1.000 ( 0.614) D(SR) 0.000 ( 0.021)
Epoch: [10][1601/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000136) Content loss 0.149165 (0.145825) Adversarial loss 0.000000 (0.000016) D(HR) 1.000 ( 0.636) D(SR) 0.000 ( 0.021)
Epoch: [10][1701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000134) Content loss 0.120649 (0.145228) Adversarial loss 0.000000 (0.000015) D(HR) 1.000 ( 0.654) D(SR) 0.000 ( 0.020)
Epoch: [10][1801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000075 (0.000130) Content loss 0.136409 (0.144627) Adversarial loss 0.000000 (0.000014) D(HR) 1.000 ( 0.673) D(SR) 0.000 ( 0.019)
Epoch: [10][1901/2490] Time 0.272 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000123 (0.000128) Content loss 0.153694 (0.144016) Adversarial loss 0.000000 (0.000013) D(HR) 0.996 ( 0.681) D(SR) 0.000 ( 0.019)
Epoch: [10][2001/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000118 (0.000125) Content loss 0.164688 (0.143496) Adversarial loss 0.000000 (0.000013) D(HR) 0.988 ( 0.697) D(SR) 0.000 ( 0.029)
Epoch: [10][2101/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000097 (0.000123) Content loss 0.152011 (0.143031) Adversarial loss 0.000000 (0.000012) D(HR) 1.000 ( 0.711) D(SR) 0.000 ( 0.029)
Epoch: [10][2201/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000121) Content loss 0.102104 (0.142577) Adversarial loss 0.000000 (0.000012) D(HR) 1.000 ( 0.724) D(SR) 0.343 ( 0.033)
Epoch: [10][2301/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000075 (0.000119) Content loss 0.130972 (0.142097) Adversarial loss 0.000000 (0.000011) D(HR) 1.000 ( 0.736) D(SR) 0.022 ( 0.034)
Epoch: [10][2401/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000097 (0.000117) Content loss 0.122467 (0.141678) Adversarial loss 0.000000 (0.000011) D(HR) 1.000 ( 0.747) D(SR) 0.000 ( 0.033)
Test: [1/5] Time 1.926 ( 1.926) PSNR 42.85 (42.85) SSIM 0.9829 (0.9829)
Test: [2/5] Time 1.877 ( 1.901) PSNR 47.78 (45.32) SSIM 0.9915 (0.9872)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.02 (46.22) SSIM 0.9915 (0.9886)
Test: [4/5] Time 1.244 ( 1.730) PSNR 43.48 (45.54) SSIM 0.9741 (0.9850)
Test: [5/5] Time 1.921 ( 1.769) PSNR 42.84 (45.00) SSIM 0.9808 (0.9842)
* Time 1.77 PSNR 45.00 SSIM 0.98
Epoch: [11][ 1/2490] Time 0.317 ( 0.317) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000054) Content loss 0.122826 (0.122826) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.001)
Epoch: [11][ 101/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000090) Content loss 0.110505 (0.137613) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.035)
Epoch: [11][ 201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000099 (0.000082) Content loss 0.115942 (0.135289) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.036)
Epoch: [11][ 301/2490] Time 0.220 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000081) Content loss 0.086542 (0.135079) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.037)
Epoch: [11][ 401/2490] Time 0.220 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000081) Content loss 0.122499 (0.134188) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.001 ( 0.034)
Epoch: [11][ 501/2490] Time 0.211 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000084 (0.000079) Content loss 0.158439 (0.132982) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.024 ( 0.034)
Epoch: [11][ 601/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000079) Content loss 0.129014 (0.132420) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.032)
Epoch: [11][ 701/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000080 (0.000076) Content loss 0.146297 (0.132231) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.013 ( 0.030)
Epoch: [11][ 801/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000086 (0.000075) Content loss 0.157573 (0.131962) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.033)
Epoch: [11][ 901/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000074) Content loss 0.122434 (0.131839) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.032)
Epoch: [11][1001/2490] Time 0.213 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000071 (0.000074) Content loss 0.131313 (0.131401) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.032)
Epoch: [11][1101/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000075) Content loss 0.077778 (0.131331) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.989) D(SR) 0.002 ( 0.035)
Epoch: [11][1201/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000094 (0.000074) Content loss 0.138548 (0.131160) Adversarial loss 0.000000 (0.000001) D(HR) 0.997 ( 0.979) D(SR) 0.000 ( 0.032)
Epoch: [11][1301/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000074) Content loss 0.149348 (0.131020) Adversarial loss 0.000000 (0.000001) D(HR) 0.954 ( 0.968) D(SR) 0.000 ( 0.030)
Epoch: [11][1401/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000063 (0.000073) Content loss 0.095723 (0.130866) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.957) D(SR) 0.000 ( 0.028)
Epoch: [11][1501/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000073) Content loss 0.117217 (0.130692) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.959) D(SR) 0.000 ( 0.026)
Epoch: [11][1601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000072) Content loss 0.149735 (0.130770) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.961) D(SR) 0.000 ( 0.024)
Epoch: [11][1701/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000072) Content loss 0.096813 (0.130432) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.963) D(SR) 0.000 ( 0.023)
Epoch: [11][1801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000072 (0.000072) Content loss 0.146229 (0.130273) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.964) D(SR) 0.000 ( 0.023)
Epoch: [11][1901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000073 (0.000072) Content loss 0.119105 (0.130140) Adversarial loss 0.000000 (0.000001) D(HR) 0.998 ( 0.966) D(SR) 0.000 ( 0.024)
Epoch: [11][2001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000072) Content loss 0.123475 (0.130128) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.968) D(SR) 0.003 ( 0.036)
Epoch: [11][2101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000074 (0.000071) Content loss 0.182602 (0.129893) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.969) D(SR) 0.000 ( 0.040)
Epoch: [11][2201/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000071) Content loss 0.118924 (0.129720) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.971) D(SR) 0.000 ( 0.040)
Epoch: [11][2301/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000071) Content loss 0.127016 (0.129522) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.972) D(SR) 0.000 ( 0.042)
Epoch: [11][2401/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000063 (0.000070) Content loss 0.148880 (0.129397) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.044)
Test: [1/5] Time 1.927 ( 1.927) PSNR 39.96 (39.96) SSIM 0.9822 (0.9822)
Test: [2/5] Time 1.877 ( 1.902) PSNR 48.93 (44.44) SSIM 0.9915 (0.9869)
Test: [3/5] Time 1.876 ( 1.893) PSNR 48.83 (45.90) SSIM 0.9916 (0.9885)
Test: [4/5] Time 1.244 ( 1.731) PSNR 42.10 (44.95) SSIM 0.9732 (0.9847)
Test: [5/5] Time 1.922 ( 1.769) PSNR 39.91 (43.95) SSIM 0.9802 (0.9838)
* Time 1.77 PSNR 43.95 SSIM 0.98
Epoch: [12][ 1/2490] Time 0.301 ( 0.301) Data 0.000 ( 0.000) Pixel loss 0.000080 (0.000080) Content loss 0.115444 (0.115444) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [12][ 101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000065) Content loss 0.077106 (0.129365) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.892) D(SR) 0.000 ( 0.001)
Epoch: [12][ 201/2490] Time 0.221 ( 0.215) Data 0.001 ( 0.000) Pixel loss 0.000056 (0.000063) Content loss 0.100258 (0.126734) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.923) D(SR) 0.000 ( 0.001)
Epoch: [12][ 301/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000088 (0.000064) Content loss 0.132448 (0.127313) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.938) D(SR) 0.000 ( 0.001)
Epoch: [12][ 401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000063 (0.000063) Content loss 0.150167 (0.127130) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.954) D(SR) 0.000 ( 0.004)
Epoch: [12][ 501/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000068 (0.000062) Content loss 0.124963 (0.126043) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.963) D(SR) 0.000 ( 0.004)
Epoch: [12][ 601/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000061) Content loss 0.145468 (0.125755) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.969) D(SR) 0.000 ( 0.003)
Epoch: [12][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000061) Content loss 0.141161 (0.125610) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.974) D(SR) 0.001 ( 0.005)
Epoch: [12][ 801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000061) Content loss 0.120587 (0.125832) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.977) D(SR) 0.000 ( 0.005)
Epoch: [12][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000064) Content loss 0.098974 (0.126172) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.979) D(SR) 0.016 ( 0.006)
Epoch: [12][1001/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000088 (0.000064) Content loss 0.106843 (0.126230) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.981) D(SR) 0.000 ( 0.006)
Epoch: [12][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000064) Content loss 0.133820 (0.126316) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.000 ( 0.005)
Epoch: [12][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000063) Content loss 0.112428 (0.125965) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.984) D(SR) 0.000 ( 0.005)
Epoch: [12][1301/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000063) Content loss 0.110536 (0.125955) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.005)
Epoch: [12][1401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000200 (0.000063) Content loss 0.138094 (0.125800) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.005)
Epoch: [12][1501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000072 (0.000063) Content loss 0.155733 (0.125910) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.000 ( 0.005)
Epoch: [12][1601/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000063) Content loss 0.114563 (0.126006) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.007)
Epoch: [12][1701/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000075 (0.000063) Content loss 0.106631 (0.125800) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.000 ( 0.008)
Epoch: [12][1801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000131 (0.000063) Content loss 0.132127 (0.125651) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.009)
Epoch: [12][1901/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000074 (0.000064) Content loss 0.130520 (0.125696) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.010)
Epoch: [12][2001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000059 (0.000064) Content loss 0.122540 (0.125730) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.010)
Epoch: [12][2101/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000079 (0.000064) Content loss 0.127632 (0.125780) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.010)
Epoch: [12][2201/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000072 (0.000064) Content loss 0.126658 (0.125752) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.012)
Epoch: [12][2301/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000064) Content loss 0.130005 (0.125669) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.012)
Epoch: [12][2401/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000063) Content loss 0.117201 (0.125539) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.012)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.42 (45.42) SSIM 0.9823 (0.9823)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.98 (47.70) SSIM 0.9913 (0.9868)
Test: [3/5] Time 1.875 ( 1.893) PSNR 50.01 (48.47) SSIM 0.9914 (0.9883)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.28 (47.67) SSIM 0.9728 (0.9844)
Test: [5/5] Time 1.921 ( 1.769) PSNR 44.92 (47.12) SSIM 0.9801 (0.9836)
* Time 1.77 PSNR 47.12 SSIM 0.98
Epoch: [13][ 1/2490] Time 0.286 ( 0.286) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000054) Content loss 0.146083 (0.146083) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [13][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000053) Content loss 0.124230 (0.126897) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.267 ( 0.040)
Epoch: [13][ 201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000083 (0.000054) Content loss 0.153563 (0.124530) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.030)
Epoch: [13][ 301/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000059) Content loss 0.146569 (0.125720) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.064)
Epoch: [13][ 401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000060) Content loss 0.116056 (0.125320) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.095 ( 0.078)
Epoch: [13][ 501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000060) Content loss 0.110917 (0.125939) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.261 ( 0.086)
Epoch: [13][ 601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000066 (0.000060) Content loss 0.150291 (0.125214) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.078)
Epoch: [13][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000060) Content loss 0.119554 (0.125058) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.077)
Epoch: [13][ 801/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000060) Content loss 0.079886 (0.124791) Adversarial loss 0.000000 (0.000000) D(HR) 0.804 ( 0.967) D(SR) 0.000 ( 0.068)
Epoch: [13][ 901/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000060) Content loss 0.103914 (0.124494) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.965) D(SR) 0.000 ( 0.061)
Epoch: [13][1001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000064 (0.000060) Content loss 0.097876 (0.124539) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.964) D(SR) 0.000 ( 0.055)
Epoch: [13][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000080 (0.000062) Content loss 0.104441 (0.124920) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.959) D(SR) 0.000 ( 0.050)
Epoch: [13][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000062) Content loss 0.124587 (0.124955) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.960) D(SR) 0.000 ( 0.046)
Epoch: [13][1301/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000067 (0.000061) Content loss 0.153784 (0.124858) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.960) D(SR) 0.000 ( 0.043)
Epoch: [13][1401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000062) Content loss 0.095441 (0.124848) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.960) D(SR) 0.000 ( 0.040)
Epoch: [13][1501/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000062) Content loss 0.154711 (0.124794) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.957) D(SR) 0.000 ( 0.038)
Epoch: [13][1601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000061) Content loss 0.138901 (0.124443) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.952) D(SR) 0.000 ( 0.036)
Epoch: [13][1701/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000059 (0.000061) Content loss 0.140881 (0.124011) Adversarial loss 0.000000 (0.000002) D(HR) 0.960 ( 0.952) D(SR) 0.000 ( 0.034)
Epoch: [13][1801/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000061) Content loss 0.094174 (0.123970) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.949) D(SR) 0.000 ( 0.032)
Epoch: [13][1901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000055 (0.000061) Content loss 0.117314 (0.123927) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.949) D(SR) 0.000 ( 0.030)
Epoch: [13][2001/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000061) Content loss 0.146254 (0.123807) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.948) D(SR) 0.000 ( 0.029)
Epoch: [13][2101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000061) Content loss 0.063657 (0.123637) Adversarial loss 0.000000 (0.000002) D(HR) 0.997 ( 0.948) D(SR) 0.000 ( 0.027)
Epoch: [13][2201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000071 (0.000061) Content loss 0.139929 (0.123611) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.948) D(SR) 0.000 ( 0.026)
Epoch: [13][2301/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000061) Content loss 0.133974 (0.123414) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.946) D(SR) 0.000 ( 0.025)
Epoch: [13][2401/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000061) Content loss 0.107367 (0.123293) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.944) D(SR) 0.000 ( 0.024)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.96 (46.96) SSIM 0.9825 (0.9825)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.58 (48.27) SSIM 0.9916 (0.9870)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.72 (48.75) SSIM 0.9917 (0.9886)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.37 (47.91) SSIM 0.9735 (0.9848)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.41 (47.61) SSIM 0.9804 (0.9839)
* Time 1.77 PSNR 47.61 SSIM 0.98
Epoch: [14][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000053) Content loss 0.105470 (0.105470) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [14][ 101/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000058) Content loss 0.115687 (0.121100) Adversarial loss 0.000000 (0.000000) D(HR) 0.462 ( 0.919) D(SR) 0.000 ( 0.000)
Epoch: [14][ 201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000058) Content loss 0.083734 (0.121313) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.922) D(SR) 0.000 ( 0.000)
Epoch: [14][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000057) Content loss 0.106983 (0.120457) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.930) D(SR) 0.000 ( 0.000)
Epoch: [14][ 401/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000056) Content loss 0.145714 (0.120936) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.929) D(SR) 0.000 ( 0.000)
Epoch: [14][ 501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000056) Content loss 0.094012 (0.121132) Adversarial loss 0.000000 (0.000000) D(HR) 0.936 ( 0.934) D(SR) 0.000 ( 0.000)
Epoch: [14][ 601/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000056 (0.000057) Content loss 0.096809 (0.121611) Adversarial loss 0.000000 (0.000000) D(HR) 0.676 ( 0.930) D(SR) 0.000 ( 0.000)
Epoch: [14][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000055 (0.000056) Content loss 0.129970 (0.122148) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.925) D(SR) 0.000 ( 0.000)
Epoch: [14][ 801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000057) Content loss 0.148181 (0.122267) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.923) D(SR) 0.000 ( 0.000)
Epoch: [14][ 901/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000057) Content loss 0.131610 (0.122502) Adversarial loss 0.000000 (0.000000) D(HR) 0.333 ( 0.925) D(SR) 0.000 ( 0.001)
Epoch: [14][1001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000078 (0.000057) Content loss 0.133070 (0.122318) Adversarial loss 0.000000 (0.000000) D(HR) 0.513 ( 0.925) D(SR) 0.000 ( 0.001)
Epoch: [14][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000057) Content loss 0.110201 (0.122107) Adversarial loss 0.000000 (0.000000) D(HR) 0.025 ( 0.926) D(SR) 0.000 ( 0.001)
Epoch: [14][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000056) Content loss 0.132055 (0.121984) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.926) D(SR) 0.000 ( 0.002)
Epoch: [14][1301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000083 (0.000056) Content loss 0.119708 (0.121858) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.929) D(SR) 0.000 ( 0.002)
Epoch: [14][1401/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000099 (0.000056) Content loss 0.135803 (0.121587) Adversarial loss 0.000000 (0.000000) D(HR) 0.959 ( 0.930) D(SR) 0.000 ( 0.002)
Epoch: [14][1501/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000056) Content loss 0.103242 (0.121466) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.930) D(SR) 0.000 ( 0.002)
Epoch: [14][1601/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000056) Content loss 0.139211 (0.121282) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.932) D(SR) 0.004 ( 0.013)
Epoch: [14][1701/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000057) Content loss 0.114357 (0.121138) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.936) D(SR) 0.034 ( 0.014)
Epoch: [14][1801/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000057) Content loss 0.123290 (0.121203) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.940) D(SR) 0.000 ( 0.014)
Epoch: [14][1901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000068 (0.000057) Content loss 0.138392 (0.121103) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.943) D(SR) 0.000 ( 0.015)
Epoch: [14][2001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000057) Content loss 0.117331 (0.121176) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.946) D(SR) 0.000 ( 0.014)
Epoch: [14][2101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000057) Content loss 0.153090 (0.121106) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.946) D(SR) 0.267 ( 0.025)
Epoch: [14][2201/2490] Time 0.250 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000057) Content loss 0.141341 (0.121245) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.948) D(SR) 0.998 ( 0.052)
Epoch: [14][2301/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000057) Content loss 0.124286 (0.121057) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.950) D(SR) 1.000 ( 0.081)
Epoch: [14][2401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000057) Content loss 0.091395 (0.120839) Adversarial loss 0.000000 (0.000001) D(HR) 1.000 ( 0.952) D(SR) 0.667 ( 0.101)
Test: [1/5] Time 1.926 ( 1.926) PSNR 44.13 (44.13) SSIM 0.9823 (0.9823)
Test: [2/5] Time 1.877 ( 1.901) PSNR 46.99 (45.56) SSIM 0.9913 (0.9868)
Test: [3/5] Time 1.876 ( 1.893) PSNR 47.08 (46.07) SSIM 0.9914 (0.9883)
Test: [4/5] Time 1.244 ( 1.731) PSNR 44.45 (45.66) SSIM 0.9733 (0.9845)
Test: [5/5] Time 1.922 ( 1.769) PSNR 43.70 (45.27) SSIM 0.9801 (0.9836)
* Time 1.77 PSNR 45.27 SSIM 0.98
Epoch: [15][ 1/2490] Time 0.268 ( 0.268) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000052) Content loss 0.099395 (0.099395) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.998 ( 0.998)
Epoch: [15][ 101/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000058) Content loss 0.137768 (0.118943) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.552)
Epoch: [15][ 201/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000056) Content loss 0.079292 (0.118065) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.349 ( 0.621)
Epoch: [15][ 301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000058) Content loss 0.119131 (0.119540) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.995 ( 0.567)
Epoch: [15][ 401/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000059 (0.000057) Content loss 0.128480 (0.120142) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.506 ( 0.531)
Epoch: [15][ 501/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000079 (0.000057) Content loss 0.139223 (0.119859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.500)
Epoch: [15][ 601/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000056) Content loss 0.113126 (0.120030) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.003 ( 0.484)
Epoch: [15][ 701/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000056) Content loss 0.079530 (0.120002) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.976 ( 0.474)
Epoch: [15][ 801/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000106 (0.000057) Content loss 0.136903 (0.120280) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.052 ( 0.475)
Epoch: [15][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000057) Content loss 0.142321 (0.119787) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.006 ( 0.471)
Epoch: [15][1001/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000071 (0.000057) Content loss 0.122022 (0.119578) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.495)
Epoch: [15][1101/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000086 (0.000056) Content loss 0.128649 (0.119282) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.938 ( 0.511)
Epoch: [15][1201/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000056) Content loss 0.124299 (0.119337) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.530)
Epoch: [15][1301/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000056) Content loss 0.100840 (0.119553) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.330 ( 0.536)
Epoch: [15][1401/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000056) Content loss 0.118812 (0.119664) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.545)
Epoch: [15][1501/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000056) Content loss 0.105359 (0.119599) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.550)
Epoch: [15][1601/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000056) Content loss 0.161707 (0.119299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.333 ( 0.554)
Epoch: [15][1701/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000056) Content loss 0.098350 (0.119428) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.560)
Epoch: [15][1801/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000081 (0.000056) Content loss 0.113805 (0.119094) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.741 ( 0.574)
Epoch: [15][1901/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000056) Content loss 0.134634 (0.118885) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.989 ( 0.574)
Epoch: [15][2001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000076 (0.000056) Content loss 0.121980 (0.118859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.993 ( 0.569)
Epoch: [15][2101/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000056) Content loss 0.130296 (0.118810) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.571)
Epoch: [15][2201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000056) Content loss 0.122042 (0.118920) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.590)
Epoch: [15][2301/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000056) Content loss 0.121002 (0.118874) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.591)
Epoch: [15][2401/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000063 (0.000056) Content loss 0.144035 (0.119006) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.568)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.99 (45.99) SSIM 0.9838 (0.9838)
Test: [2/5] Time 1.878 ( 1.902) PSNR 48.89 (47.44) SSIM 0.9919 (0.9879)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.95 (47.94) SSIM 0.9920 (0.9893)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.01 (47.21) SSIM 0.9754 (0.9858)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.60 (46.89) SSIM 0.9819 (0.9850)
* Time 1.77 PSNR 46.89 SSIM 0.98
Epoch: [16][ 1/2490] Time 0.298 ( 0.298) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000034) Content loss 0.097462 (0.097462) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.002)
Epoch: [16][ 101/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000055 (0.000050) Content loss 0.111482 (0.116970) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.043)
Epoch: [16][ 201/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000050) Content loss 0.130130 (0.116111) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.046)
Epoch: [16][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000067 (0.000051) Content loss 0.151229 (0.116520) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.039)
Epoch: [16][ 401/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000052) Content loss 0.126514 (0.116419) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.049)
Epoch: [16][ 501/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000067 (0.000052) Content loss 0.116054 (0.116961) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.040)
Epoch: [16][ 601/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000052) Content loss 0.109414 (0.116717) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.023 ( 0.047)
Epoch: [16][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000052) Content loss 0.118287 (0.117004) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.041)
Epoch: [16][ 801/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000052) Content loss 0.106970 (0.117484) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.042)
Epoch: [16][ 901/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000052) Content loss 0.109232 (0.117394) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.044)
Epoch: [16][1001/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000052) Content loss 0.114822 (0.117278) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.048)
Epoch: [16][1101/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000051) Content loss 0.124564 (0.116951) Adversarial loss 0.000000 (0.000022) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.059)
Epoch: [16][1201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000064 (0.000051) Content loss 0.153696 (0.116891) Adversarial loss 0.000000 (0.000021) D(HR) 1.000 ( 0.997) D(SR) 0.959 ( 0.113)
Epoch: [16][1301/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000051) Content loss 0.100280 (0.117097) Adversarial loss 0.000000 (0.000019) D(HR) 1.000 ( 0.997) D(SR) 0.979 ( 0.163)
Epoch: [16][1401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000051) Content loss 0.096703 (0.117201) Adversarial loss 0.000000 (0.000018) D(HR) 1.000 ( 0.997) D(SR) 0.473 ( 0.210)
Epoch: [16][1501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000051) Content loss 0.121395 (0.117049) Adversarial loss 0.000000 (0.000016) D(HR) 1.000 ( 0.997) D(SR) 1.000 ( 0.253)
Epoch: [16][1601/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000051) Content loss 0.123213 (0.117106) Adversarial loss 0.000000 (0.000015) D(HR) 1.000 ( 0.997) D(SR) 1.000 ( 0.293)
Epoch: [16][1701/2490] Time 0.208 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000051) Content loss 0.109663 (0.116982) Adversarial loss 0.000000 (0.000015) D(HR) 1.000 ( 0.998) D(SR) 1.000 ( 0.329)
Epoch: [16][1801/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000051) Content loss 0.116182 (0.116796) Adversarial loss 0.000000 (0.000014) D(HR) 1.000 ( 0.998) D(SR) 1.000 ( 0.362)
Epoch: [16][1901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000072 (0.000051) Content loss 0.123495 (0.116658) Adversarial loss 0.000000 (0.000013) D(HR) 1.000 ( 0.998) D(SR) 0.021 ( 0.375)
Epoch: [16][2001/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000051) Content loss 0.117053 (0.116689) Adversarial loss 0.000000 (0.000012) D(HR) 1.000 ( 0.998) D(SR) 0.051 ( 0.382)
Epoch: [16][2101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000051) Content loss 0.117492 (0.116683) Adversarial loss 0.000000 (0.000012) D(HR) 1.000 ( 0.998) D(SR) 0.980 ( 0.396)
Epoch: [16][2201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000051) Content loss 0.134040 (0.116705) Adversarial loss 0.000000 (0.000011) D(HR) 1.000 ( 0.998) D(SR) 0.096 ( 0.408)
Epoch: [16][2301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000051) Content loss 0.103385 (0.116524) Adversarial loss 0.000000 (0.000011) D(HR) 1.000 ( 0.998) D(SR) 1.000 ( 0.425)
Epoch: [16][2401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000051) Content loss 0.096544 (0.116478) Adversarial loss 0.000000 (0.000010) D(HR) 1.000 ( 0.998) D(SR) 1.000 ( 0.445)
Test: [1/5] Time 1.925 ( 1.925) PSNR 45.40 (45.40) SSIM 0.9836 (0.9836)
Test: [2/5] Time 1.877 ( 1.901) PSNR 50.08 (47.74) SSIM 0.9920 (0.9878)
Test: [3/5] Time 1.875 ( 1.892) PSNR 50.12 (48.53) SSIM 0.9921 (0.9892)
Test: [4/5] Time 1.243 ( 1.730) PSNR 45.64 (47.81) SSIM 0.9749 (0.9856)
Test: [5/5] Time 1.921 ( 1.768) PSNR 45.03 (47.25) SSIM 0.9816 (0.9848)
* Time 1.77 PSNR 47.25 SSIM 0.98
Epoch: [17][ 1/2490] Time 0.235 ( 0.235) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000040) Content loss 0.114217 (0.114217) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [17][ 101/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000047) Content loss 0.119714 (0.113315) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.955)
Epoch: [17][ 201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000127 (0.000051) Content loss 0.120053 (0.115849) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.965)
Epoch: [17][ 301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000050) Content loss 0.099138 (0.114765) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.974)
Epoch: [17][ 401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000050) Content loss 0.071614 (0.116498) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.970)
Epoch: [17][ 501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000050) Content loss 0.099476 (0.116067) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.969)
Epoch: [17][ 601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000049) Content loss 0.125106 (0.115390) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.973)
Epoch: [17][ 701/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000050) Content loss 0.139604 (0.115154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.977)
Epoch: [17][ 801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000049) Content loss 0.116688 (0.114827) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.979)
Epoch: [17][ 901/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000048) Content loss 0.122375 (0.114954) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.981)
Epoch: [17][1001/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000048) Content loss 0.104833 (0.114927) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.983)
Epoch: [17][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000048) Content loss 0.112731 (0.114708) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.985)
Epoch: [17][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000048) Content loss 0.128929 (0.114567) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.986)
Epoch: [17][1301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000049) Content loss 0.127408 (0.114693) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.987)
Epoch: [17][1401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000049) Content loss 0.120378 (0.114692) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.988)
Epoch: [17][1501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000049) Content loss 0.135762 (0.114500) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.988)
Epoch: [17][1601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000049) Content loss 0.107821 (0.114321) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.989)
Epoch: [17][1701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000049) Content loss 0.135217 (0.114207) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.989)
Epoch: [17][1801/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000048) Content loss 0.096665 (0.114123) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.990)
Epoch: [17][1901/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000048) Content loss 0.094096 (0.114286) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.990)
Epoch: [17][2001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000064 (0.000048) Content loss 0.134790 (0.114294) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.108 ( 0.957)
Epoch: [17][2101/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000048) Content loss 0.091325 (0.114096) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.598 ( 0.931)
Epoch: [17][2201/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000049) Content loss 0.098779 (0.114026) Adversarial loss 0.000000 (0.000000) D(HR) 0.987 ( 0.993) D(SR) 0.000 ( 0.890)
Epoch: [17][2301/2490] Time 0.214 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000048) Content loss 0.131785 (0.114034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.852)
Epoch: [17][2401/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000048) Content loss 0.133264 (0.114001) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.001 ( 0.817)
Test: [1/5] Time 1.926 ( 1.926) PSNR 43.09 (43.09) SSIM 0.9845 (0.9845)
Test: [2/5] Time 1.878 ( 1.902) PSNR 50.77 (46.93) SSIM 0.9924 (0.9885)
Test: [3/5] Time 1.875 ( 1.893) PSNR 50.78 (48.22) SSIM 0.9925 (0.9898)
Test: [4/5] Time 1.244 ( 1.731) PSNR 44.22 (47.22) SSIM 0.9761 (0.9864)
Test: [5/5] Time 1.922 ( 1.769) PSNR 43.12 (46.40) SSIM 0.9826 (0.9856)
* Time 1.77 PSNR 46.40 SSIM 0.99
Epoch: [18][ 1/2490] Time 0.258 ( 0.258) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000052) Content loss 0.133871 (0.133871) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [18][ 101/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000051) Content loss 0.094958 (0.112689) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.002)
Epoch: [18][ 201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000050) Content loss 0.133580 (0.112128) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.001)
Epoch: [18][ 301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000047) Content loss 0.114310 (0.112138) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.003)
Epoch: [18][ 401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000071 (0.000048) Content loss 0.134348 (0.112933) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.018 ( 0.005)
Epoch: [18][ 501/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000047) Content loss 0.105064 (0.112858) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.006)
Epoch: [18][ 601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000047) Content loss 0.126364 (0.112812) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.007 ( 0.014)
Epoch: [18][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000046) Content loss 0.095951 (0.112583) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.017)
Epoch: [18][ 801/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000055 (0.000046) Content loss 0.107975 (0.112543) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.962 ( 0.020)
Epoch: [18][ 901/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000046) Content loss 0.131669 (0.112666) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.018)
Epoch: [18][1001/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000046) Content loss 0.114938 (0.112449) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.020)
Epoch: [18][1101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000045) Content loss 0.099103 (0.112474) Adversarial loss 0.000000 (0.000005) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.022)
Epoch: [18][1201/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000045) Content loss 0.101812 (0.112328) Adversarial loss 0.000000 (0.000005) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.020)
Epoch: [18][1301/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000045) Content loss 0.090830 (0.112063) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.019)
Epoch: [18][1401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000045) Content loss 0.125073 (0.112332) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.017)
Epoch: [18][1501/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000046) Content loss 0.101009 (0.112393) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.016)
Epoch: [18][1601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000046) Content loss 0.115019 (0.112583) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.015)
Epoch: [18][1701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000046) Content loss 0.147822 (0.112648) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.014)
Epoch: [18][1801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000046) Content loss 0.092034 (0.112307) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.013)
Epoch: [18][1901/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000046) Content loss 0.088550 (0.112436) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.013)
Epoch: [18][2001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000046) Content loss 0.074377 (0.112451) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.999) D(SR) 0.041 ( 0.012)
Epoch: [18][2101/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000046) Content loss 0.127773 (0.112613) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.012)
Epoch: [18][2201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000070 (0.000046) Content loss 0.130265 (0.112604) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.999) D(SR) 0.008 ( 0.011)
Epoch: [18][2301/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000046) Content loss 0.106191 (0.112668) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.011)
Epoch: [18][2401/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000055 (0.000046) Content loss 0.130347 (0.112541) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.011)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.22 (45.22) SSIM 0.9842 (0.9842)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.86 (47.54) SSIM 0.9921 (0.9881)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.94 (48.34) SSIM 0.9921 (0.9895)
Test: [4/5] Time 1.244 ( 1.730) PSNR 43.89 (47.22) SSIM 0.9757 (0.9860)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.14 (46.81) SSIM 0.9823 (0.9853)
* Time 1.77 PSNR 46.81 SSIM 0.99
Epoch: [19][ 1/2490] Time 0.292 ( 0.292) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000042) Content loss 0.107796 (0.107796) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [19][ 101/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000044) Content loss 0.150555 (0.112575) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.003)
Epoch: [19][ 201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000047) Content loss 0.098536 (0.112278) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.012)
Epoch: [19][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000046) Content loss 0.089536 (0.111728) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.998 ( 0.018)
Epoch: [19][ 401/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000046) Content loss 0.111878 (0.111100) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.016)
Epoch: [19][ 501/2490] Time 0.213 ( 0.214) Data 0.001 ( 0.000) Pixel loss 0.000054 (0.000046) Content loss 0.118765 (0.111362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.018)
Epoch: [19][ 601/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000046) Content loss 0.127148 (0.111435) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.021)
Epoch: [19][ 701/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000046) Content loss 0.151881 (0.111109) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.019)
Epoch: [19][ 801/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000045) Content loss 0.099982 (0.111146) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.017)
Epoch: [19][ 901/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000044) Content loss 0.117354 (0.111049) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.015)
Epoch: [19][1001/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000045) Content loss 0.078376 (0.110925) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.018)
Epoch: [19][1101/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000046) Content loss 0.092113 (0.110810) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.020 ( 0.023)
Epoch: [19][1201/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000073 (0.000046) Content loss 0.117549 (0.110859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.024)
Epoch: [19][1301/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000046) Content loss 0.126642 (0.111218) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.025)
Epoch: [19][1401/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000046) Content loss 0.095195 (0.111317) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.028)
Epoch: [19][1501/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000047) Content loss 0.125919 (0.111484) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.030)
Epoch: [19][1601/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000046) Content loss 0.096254 (0.111502) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.003 ( 0.048)
Epoch: [19][1701/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000046) Content loss 0.109773 (0.111453) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.056)
Epoch: [19][1801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000046) Content loss 0.110889 (0.111373) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.057)
Epoch: [19][1901/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000046) Content loss 0.105362 (0.111311) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.056)
Epoch: [19][2001/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000046) Content loss 0.083245 (0.111211) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.058)
Epoch: [19][2101/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000046) Content loss 0.135069 (0.111131) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.059)
Epoch: [19][2201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000046) Content loss 0.111632 (0.110989) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.066 ( 0.060)
Epoch: [19][2301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000046) Content loss 0.140815 (0.110867) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.059)
Epoch: [19][2401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000046) Content loss 0.130529 (0.110796) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.909 ( 0.064)
Test: [1/5] Time 1.926 ( 1.926) PSNR 41.53 (41.53) SSIM 0.9838 (0.9838)
Test: [2/5] Time 1.878 ( 1.902) PSNR 48.39 (44.96) SSIM 0.9919 (0.9878)
Test: [3/5] Time 1.876 ( 1.893) PSNR 48.42 (46.11) SSIM 0.9920 (0.9892)
Test: [4/5] Time 1.244 ( 1.731) PSNR 44.13 (45.62) SSIM 0.9748 (0.9856)
Test: [5/5] Time 1.921 ( 1.769) PSNR 41.39 (44.77) SSIM 0.9818 (0.9849)
* Time 1.77 PSNR 44.77 SSIM 0.98
Epoch: [20][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000049) Content loss 0.115890 (0.115890) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.999)
Epoch: [20][ 101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000042) Content loss 0.123749 (0.110660) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.183)
Epoch: [20][ 201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000041) Content loss 0.133500 (0.109092) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.150)
Epoch: [20][ 301/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000041) Content loss 0.075456 (0.108612) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.154)
Epoch: [20][ 401/2490] Time 0.256 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000042) Content loss 0.085719 (0.108991) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.117 ( 0.149)
Epoch: [20][ 501/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000042) Content loss 0.083426 (0.108678) Adversarial loss 0.000000 (0.000005) D(HR) 0.069 ( 0.980) D(SR) 0.000 ( 0.143)
Epoch: [20][ 601/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000042) Content loss 0.151107 (0.108577) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.977) D(SR) 0.981 ( 0.183)
Epoch: [20][ 701/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000043) Content loss 0.090219 (0.109138) Adversarial loss 0.000000 (0.000006) D(HR) 1.000 ( 0.979) D(SR) 0.000 ( 0.229)
Epoch: [20][ 801/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000043) Content loss 0.099089 (0.109174) Adversarial loss 0.000000 (0.000006) D(HR) 0.993 ( 0.939) D(SR) 0.000 ( 0.200)
Epoch: [20][ 901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000044) Content loss 0.121845 (0.109651) Adversarial loss 0.000000 (0.000005) D(HR) 1.000 ( 0.941) D(SR) 0.338 ( 0.198)
Epoch: [20][1001/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000087 (0.000044) Content loss 0.118073 (0.109207) Adversarial loss 0.000000 (0.000005) D(HR) 1.000 ( 0.947) D(SR) 0.013 ( 0.244)
Epoch: [20][1101/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000044) Content loss 0.124468 (0.108900) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.952) D(SR) 0.775 ( 0.268)
Epoch: [20][1201/2490] Time 0.252 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000044) Content loss 0.114279 (0.109200) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.956) D(SR) 0.933 ( 0.298)
Epoch: [20][1301/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000044) Content loss 0.103132 (0.109249) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.959) D(SR) 0.893 ( 0.328)
Epoch: [20][1401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000044) Content loss 0.111427 (0.109172) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.962) D(SR) 0.007 ( 0.343)
Epoch: [20][1501/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000044) Content loss 0.107783 (0.109252) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.965) D(SR) 0.000 ( 0.331)
Epoch: [20][1601/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000044) Content loss 0.118202 (0.109044) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.967) D(SR) 0.000 ( 0.320)
Epoch: [20][1701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000044) Content loss 0.135426 (0.109252) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.969) D(SR) 0.000 ( 0.313)
Epoch: [20][1801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000044) Content loss 0.094176 (0.109214) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.971) D(SR) 0.075 ( 0.306)
Epoch: [20][1901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000044) Content loss 0.126583 (0.109055) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.972) D(SR) 0.000 ( 0.299)
Epoch: [20][2001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000044) Content loss 0.118720 (0.109047) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.973) D(SR) 0.000 ( 0.288)
Epoch: [20][2101/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000044) Content loss 0.119063 (0.109125) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.975) D(SR) 0.056 ( 0.285)
Epoch: [20][2201/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000044) Content loss 0.094865 (0.109024) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.976) D(SR) 0.282 ( 0.284)
Epoch: [20][2301/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000068 (0.000044) Content loss 0.121738 (0.108989) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.977) D(SR) 1.000 ( 0.305)
Epoch: [20][2401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000044) Content loss 0.090041 (0.109018) Adversarial loss 0.000000 (0.000012) D(HR) 1.000 ( 0.978) D(SR) 0.000 ( 0.310)
Test: [1/5] Time 1.925 ( 1.925) PSNR 47.06 (47.06) SSIM 0.9843 (0.9843)
Test: [2/5] Time 1.877 ( 1.901) PSNR 50.13 (48.60) SSIM 0.9922 (0.9883)
Test: [3/5] Time 1.876 ( 1.893) PSNR 50.15 (49.12) SSIM 0.9923 (0.9896)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.88 (48.31) SSIM 0.9756 (0.9861)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.71 (47.99) SSIM 0.9824 (0.9854)
* Time 1.77 PSNR 47.99 SSIM 0.99
Epoch: [21][ 1/2490] Time 0.296 ( 0.296) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.087779 (0.087779) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [21][ 101/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000074 (0.000048) Content loss 0.100193 (0.106780) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.033)
Epoch: [21][ 201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000046) Content loss 0.120284 (0.107101) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.054)
Epoch: [21][ 301/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000048) Content loss 0.156515 (0.108650) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.080)
Epoch: [21][ 401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000047) Content loss 0.115131 (0.108383) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.089)
Epoch: [21][ 501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000048) Content loss 0.106976 (0.109265) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.091)
Epoch: [21][ 601/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000048) Content loss 0.104053 (0.109056) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.099)
Epoch: [21][ 701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000047) Content loss 0.129430 (0.108936) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.097)
Epoch: [21][ 801/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000047) Content loss 0.117412 (0.108971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.101)
Epoch: [21][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000047) Content loss 0.111441 (0.108876) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.070 ( 0.113)
Epoch: [21][1001/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000046) Content loss 0.096111 (0.108616) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.146 ( 0.123)
Epoch: [21][1101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000103 (0.000046) Content loss 0.130751 (0.108341) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.013 ( 0.153)
Epoch: [21][1201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000045) Content loss 0.106982 (0.108182) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.007 ( 0.163)
Epoch: [21][1301/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000045) Content loss 0.121735 (0.108360) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.166)
Epoch: [21][1401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000045) Content loss 0.094281 (0.108344) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.177)
Epoch: [21][1501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000056 (0.000045) Content loss 0.116433 (0.108181) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.003 ( 0.177)
Epoch: [21][1601/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000045) Content loss 0.110781 (0.108231) Adversarial loss 0.000000 (0.000000) D(HR) 0.996 ( 0.974) D(SR) 0.000 ( 0.171)
Epoch: [21][1701/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000044) Content loss 0.114054 (0.108155) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.946) D(SR) 0.000 ( 0.162)
Epoch: [21][1801/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000044) Content loss 0.109519 (0.108001) Adversarial loss 0.000000 (0.000000) D(HR) 0.990 ( 0.932) D(SR) 0.000 ( 0.153)
Epoch: [21][1901/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000044) Content loss 0.068891 (0.107847) Adversarial loss 0.000000 (0.000000) D(HR) 0.226 ( 0.923) D(SR) 0.000 ( 0.147)
Epoch: [21][2001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000044) Content loss 0.083930 (0.107750) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.902) D(SR) 0.000 ( 0.140)
Epoch: [21][2101/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000044) Content loss 0.092945 (0.107744) Adversarial loss 0.000000 (0.000000) D(HR) 0.715 ( 0.874) D(SR) 0.000 ( 0.134)
Epoch: [21][2201/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000044) Content loss 0.115840 (0.107610) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.850) D(SR) 0.000 ( 0.128)
Epoch: [21][2301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000044) Content loss 0.116394 (0.107566) Adversarial loss 0.000000 (0.000000) D(HR) 0.412 ( 0.834) D(SR) 0.000 ( 0.122)
Epoch: [21][2401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000044) Content loss 0.109868 (0.107585) Adversarial loss 0.000000 (0.000000) D(HR) 0.942 ( 0.816) D(SR) 0.000 ( 0.117)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.67 (47.67) SSIM 0.9844 (0.9844)
Test: [2/5] Time 1.877 ( 1.902) PSNR 50.63 (49.15) SSIM 0.9923 (0.9884)
Test: [3/5] Time 1.876 ( 1.893) PSNR 50.67 (49.66) SSIM 0.9924 (0.9897)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.97 (48.74) SSIM 0.9758 (0.9862)
Test: [5/5] Time 1.922 ( 1.769) PSNR 47.10 (48.41) SSIM 0.9825 (0.9855)
* Time 1.77 PSNR 48.41 SSIM 0.99
Epoch: [22][ 1/2490] Time 0.254 ( 0.254) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000026) Content loss 0.090721 (0.090721) Adversarial loss 0.000000 (0.000000) D(HR) 0.164 ( 0.164) D(SR) 0.000 ( 0.000)
Epoch: [22][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000042) Content loss 0.093250 (0.105951) Adversarial loss 0.000000 (0.000000) D(HR) 0.104 ( 0.449) D(SR) 0.000 ( 0.000)
Epoch: [22][ 201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000070 (0.000041) Content loss 0.139789 (0.105882) Adversarial loss 0.000000 (0.000000) D(HR) 0.930 ( 0.444) D(SR) 0.000 ( 0.007)
Epoch: [22][ 301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000042) Content loss 0.109313 (0.105503) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.436) D(SR) 0.000 ( 0.005)
Epoch: [22][ 401/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000042) Content loss 0.087406 (0.105643) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.482) D(SR) 0.000 ( 0.004)
Epoch: [22][ 501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000043) Content loss 0.099310 (0.105953) Adversarial loss 0.000000 (0.000000) D(HR) 0.184 ( 0.518) D(SR) 0.000 ( 0.004)
Epoch: [22][ 601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000044) Content loss 0.135642 (0.106429) Adversarial loss 0.000000 (0.000000) D(HR) 0.933 ( 0.542) D(SR) 0.000 ( 0.004)
Epoch: [22][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000069 (0.000044) Content loss 0.128151 (0.106448) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.562) D(SR) 0.000 ( 0.006)
Epoch: [22][ 801/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000044) Content loss 0.123846 (0.106447) Adversarial loss 0.000000 (0.000000) D(HR) 0.956 ( 0.583) D(SR) 0.000 ( 0.008)
Epoch: [22][ 901/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000043) Content loss 0.127438 (0.106102) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.599) D(SR) 0.000 ( 0.007)
Epoch: [22][1001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000043) Content loss 0.098527 (0.106020) Adversarial loss 0.000000 (0.000000) D(HR) 0.870 ( 0.618) D(SR) 0.000 ( 0.006)
Epoch: [22][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000043) Content loss 0.104675 (0.106018) Adversarial loss 0.000000 (0.000000) D(HR) 0.278 ( 0.624) D(SR) 0.000 ( 0.006)
Epoch: [22][1201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000043) Content loss 0.096060 (0.106187) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.636) D(SR) 0.000 ( 0.005)
Epoch: [22][1301/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000043) Content loss 0.122588 (0.106164) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.641) D(SR) 0.000 ( 0.006)
Epoch: [22][1401/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000043) Content loss 0.098406 (0.106365) Adversarial loss 0.000000 (0.000000) D(HR) 0.994 ( 0.649) D(SR) 0.000 ( 0.006)
Epoch: [22][1501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000043) Content loss 0.104117 (0.106308) Adversarial loss 0.000000 (0.000000) D(HR) 0.202 ( 0.651) D(SR) 0.000 ( 0.007)
Epoch: [22][1601/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000043) Content loss 0.130683 (0.106135) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.650) D(SR) 0.000 ( 0.007)
Epoch: [22][1701/2490] Time 0.223 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000043) Content loss 0.129537 (0.106007) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.652) D(SR) 0.000 ( 0.006)
Epoch: [22][1801/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000043) Content loss 0.104578 (0.106114) Adversarial loss 0.000000 (0.000000) D(HR) 0.233 ( 0.655) D(SR) 0.000 ( 0.006)
Epoch: [22][1901/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000044) Content loss 0.094430 (0.106157) Adversarial loss 0.000000 (0.000000) D(HR) 0.128 ( 0.658) D(SR) 0.000 ( 0.006)
Epoch: [22][2001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000043) Content loss 0.118678 (0.106108) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.664) D(SR) 0.004 ( 0.008)
Epoch: [22][2101/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000043) Content loss 0.105924 (0.105926) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.677) D(SR) 0.998 ( 0.026)
Epoch: [22][2201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000043) Content loss 0.115135 (0.105852) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.692) D(SR) 0.000 ( 0.045)
Epoch: [22][2301/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000043) Content loss 0.084761 (0.105808) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.706) D(SR) 0.987 ( 0.067)
Epoch: [22][2401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000043) Content loss 0.106371 (0.105759) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.718) D(SR) 0.869 ( 0.087)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.06 (47.06) SSIM 0.9836 (0.9836)
Test: [2/5] Time 1.877 ( 1.902) PSNR 50.37 (48.72) SSIM 0.9920 (0.9878)
Test: [3/5] Time 1.876 ( 1.893) PSNR 50.37 (49.27) SSIM 0.9921 (0.9892)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.72 (48.38) SSIM 0.9751 (0.9857)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.60 (48.02) SSIM 0.9817 (0.9849)
* Time 1.77 PSNR 48.02 SSIM 0.98
Epoch: [23][ 1/2490] Time 0.306 ( 0.306) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000027) Content loss 0.087305 (0.087305) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.956 ( 0.956)
Epoch: [23][ 101/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000037) Content loss 0.093760 (0.101744) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.898 ( 0.553)
Epoch: [23][ 201/2490] Time 0.212 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000043) Content loss 0.100277 (0.102519) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.590)
Epoch: [23][ 301/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000042) Content loss 0.129572 (0.103336) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.007 ( 0.590)
Epoch: [23][ 401/2490] Time 0.221 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000042) Content loss 0.107548 (0.103806) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.149 ( 0.559)
Epoch: [23][ 501/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000044) Content loss 0.077613 (0.103920) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.989 ( 0.541)
Epoch: [23][ 601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000043) Content loss 0.106665 (0.104138) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.636 ( 0.541)
Epoch: [23][ 701/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000044) Content loss 0.105481 (0.105206) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.540)
Epoch: [23][ 801/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000044) Content loss 0.119813 (0.104793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.971 ( 0.534)
Epoch: [23][ 901/2490] Time 0.293 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000044) Content loss 0.118730 (0.104793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.526)
Epoch: [23][1001/2490] Time 0.221 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000043) Content loss 0.081163 (0.104366) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.526)
Epoch: [23][1101/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000043) Content loss 0.085144 (0.104180) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.537)
Epoch: [23][1201/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000043) Content loss 0.084629 (0.104261) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.985 ( 0.537)
Epoch: [23][1301/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000042) Content loss 0.098829 (0.104130) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.978 ( 0.536)
Epoch: [23][1401/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000042) Content loss 0.086094 (0.104104) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.032 ( 0.533)
Epoch: [23][1501/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000042) Content loss 0.108383 (0.104015) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.994 ( 0.536)
Epoch: [23][1601/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000042) Content loss 0.123310 (0.104047) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.535)
Epoch: [23][1701/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000042) Content loss 0.107165 (0.103884) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.174 ( 0.530)
Epoch: [23][1801/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000042) Content loss 0.122240 (0.103727) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.014 ( 0.525)
Epoch: [23][1901/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000041) Content loss 0.071735 (0.103595) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.517)
Epoch: [23][2001/2490] Time 0.221 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000042) Content loss 0.108982 (0.103586) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.253 ( 0.519)
Epoch: [23][2101/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000041) Content loss 0.118601 (0.103592) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.003 ( 0.519)
Epoch: [23][2201/2490] Time 0.219 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000041) Content loss 0.125250 (0.103445) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.510)
Epoch: [23][2301/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000041) Content loss 0.103505 (0.103464) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.498)
Epoch: [23][2401/2490] Time 0.219 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000041) Content loss 0.116415 (0.103579) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.004 ( 0.489)
Test: [1/5] Time 1.926 ( 1.926) PSNR 44.87 (44.87) SSIM 0.9830 (0.9830)
Test: [2/5] Time 1.878 ( 1.902) PSNR 49.28 (47.08) SSIM 0.9919 (0.9874)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.32 (47.83) SSIM 0.9920 (0.9889)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.34 (47.20) SSIM 0.9742 (0.9853)
Test: [5/5] Time 1.922 ( 1.769) PSNR 44.48 (46.66) SSIM 0.9810 (0.9844)
* Time 1.77 PSNR 46.66 SSIM 0.98
Epoch: [24][ 1/2490] Time 0.298 ( 0.298) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000034) Content loss 0.089065 (0.089065) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.941 ( 0.941)
Epoch: [24][ 101/2490] Time 0.217 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000041) Content loss 0.093238 (0.102343) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.458)
Epoch: [24][ 201/2490] Time 0.217 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000069 (0.000041) Content loss 0.129888 (0.101447) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.003 ( 0.426)
Epoch: [24][ 301/2490] Time 0.211 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000075 (0.000040) Content loss 0.117567 (0.100897) Adversarial loss 0.000000 (0.000000) D(HR) 0.531 ( 0.977) D(SR) 0.000 ( 0.307)
Epoch: [24][ 401/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000042) Content loss 0.128074 (0.101973) Adversarial loss 0.000000 (0.000000) D(HR) 0.337 ( 0.972) D(SR) 0.000 ( 0.237)
Epoch: [24][ 501/2490] Time 0.220 ( 0.221) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000042) Content loss 0.119464 (0.102357) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.970) D(SR) 0.000 ( 0.201)
Epoch: [24][ 601/2490] Time 0.210 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000042) Content loss 0.125956 (0.102504) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.974) D(SR) 0.000 ( 0.179)
Epoch: [24][ 701/2490] Time 0.215 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000041) Content loss 0.108820 (0.102268) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.977) D(SR) 0.000 ( 0.172)
Epoch: [24][ 801/2490] Time 0.217 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000042) Content loss 0.104628 (0.102796) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.980) D(SR) 0.004 ( 0.167)
Epoch: [24][ 901/2490] Time 0.218 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000041) Content loss 0.102060 (0.102697) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.982) D(SR) 0.003 ( 0.196)
Epoch: [24][1001/2490] Time 0.217 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000042) Content loss 0.137330 (0.102537) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.994 ( 0.262)
Epoch: [24][1101/2490] Time 0.217 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000041) Content loss 0.111610 (0.102214) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.986 ( 0.315)
Epoch: [24][1201/2490] Time 0.216 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000041) Content loss 0.113546 (0.102072) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 1.000 ( 0.362)
Epoch: [24][1301/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000042) Content loss 0.133663 (0.102159) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 1.000 ( 0.407)
Epoch: [24][1401/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000042) Content loss 0.099183 (0.102027) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 1.000 ( 0.432)
Epoch: [24][1501/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000041) Content loss 0.096573 (0.101740) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 1.000 ( 0.451)
Epoch: [24][1601/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000041) Content loss 0.109639 (0.101711) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.004 ( 0.475)
Epoch: [24][1701/2490] Time 0.219 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000041) Content loss 0.092317 (0.101712) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 1.000 ( 0.492)
Epoch: [24][1801/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000041) Content loss 0.114295 (0.101630) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.499)
Epoch: [24][1901/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000041) Content loss 0.110935 (0.101600) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.003 ( 0.486)
Epoch: [24][2001/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000041) Content loss 0.103711 (0.101500) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.476)
Epoch: [24][2101/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000041) Content loss 0.098003 (0.101508) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.002 ( 0.461)
Epoch: [24][2201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000041) Content loss 0.113067 (0.101395) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.000 ( 0.447)
Epoch: [24][2301/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000042) Content loss 0.111685 (0.101451) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 1.000 ( 0.438)
Epoch: [24][2401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000052 (0.000042) Content loss 0.107805 (0.101425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 0.083 ( 0.427)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.66 (45.66) SSIM 0.9835 (0.9835)
Test: [2/5] Time 1.878 ( 1.902) PSNR 50.17 (47.92) SSIM 0.9919 (0.9877)
Test: [3/5] Time 1.876 ( 1.893) PSNR 50.22 (48.68) SSIM 0.9920 (0.9891)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.71 (47.94) SSIM 0.9748 (0.9855)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.22 (47.40) SSIM 0.9817 (0.9848)
* Time 1.77 PSNR 47.40 SSIM 0.98
Epoch: [25][ 1/2490] Time 0.315 ( 0.315) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000042) Content loss 0.113692 (0.113692) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.999)
Epoch: [25][ 101/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000036) Content loss 0.088193 (0.098478) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.014 ( 0.170)
Epoch: [25][ 201/2490] Time 0.219 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000036) Content loss 0.072977 (0.097615) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.071 ( 0.199)
Epoch: [25][ 301/2490] Time 0.219 ( 0.225) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000037) Content loss 0.112635 (0.098268) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.001 ( 0.194)
Epoch: [25][ 401/2490] Time 0.218 ( 0.223) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000039) Content loss 0.101810 (0.099212) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.195)
Epoch: [25][ 501/2490] Time 0.212 ( 0.222) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000039) Content loss 0.104962 (0.098648) Adversarial loss 0.000000 (0.000000) D(HR) 0.003 ( 0.961) D(SR) 0.000 ( 0.219)
Epoch: [25][ 601/2490] Time 0.221 ( 0.221) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000038) Content loss 0.097692 (0.098639) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.898) D(SR) 0.000 ( 0.183)
Epoch: [25][ 701/2490] Time 0.220 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000038) Content loss 0.079259 (0.098939) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.873) D(SR) 1.000 ( 0.178)
Epoch: [25][ 801/2490] Time 0.223 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000038) Content loss 0.085520 (0.098670) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.889) D(SR) 1.000 ( 0.280)
Epoch: [25][ 901/2490] Time 0.211 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000038) Content loss 0.085816 (0.098972) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.901) D(SR) 0.986 ( 0.359)
Epoch: [25][1001/2490] Time 0.211 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000038) Content loss 0.103864 (0.099231) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.911) D(SR) 0.000 ( 0.351)
Epoch: [25][1101/2490] Time 0.209 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000039) Content loss 0.096212 (0.099371) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.919) D(SR) 1.000 ( 0.376)
Epoch: [25][1201/2490] Time 0.218 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000039) Content loss 0.080318 (0.099327) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.926) D(SR) 0.927 ( 0.404)
Epoch: [25][1301/2490] Time 0.209 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000039) Content loss 0.087224 (0.099471) Adversarial loss 0.000000 (0.000018) D(HR) 1.000 ( 0.932) D(SR) 0.000 ( 0.410)
Epoch: [25][1401/2490] Time 0.210 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000040) Content loss 0.115112 (0.099555) Adversarial loss 0.000000 (0.000030) D(HR) 1.000 ( 0.932) D(SR) 0.000 ( 0.383)
Epoch: [25][1501/2490] Time 0.210 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000040) Content loss 0.101130 (0.099447) Adversarial loss 0.000000 (0.000028) D(HR) 1.000 ( 0.930) D(SR) 0.000 ( 0.359)
Epoch: [25][1601/2490] Time 0.212 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000040) Content loss 0.063396 (0.099460) Adversarial loss 0.000000 (0.000026) D(HR) 1.000 ( 0.926) D(SR) 0.000 ( 0.343)
Epoch: [25][1701/2490] Time 0.219 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000040) Content loss 0.106650 (0.099485) Adversarial loss 0.000000 (0.000025) D(HR) 1.000 ( 0.925) D(SR) 0.999 ( 0.354)
Epoch: [25][1801/2490] Time 0.213 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000040) Content loss 0.109554 (0.099377) Adversarial loss 0.000000 (0.000024) D(HR) 1.000 ( 0.929) D(SR) 1.000 ( 0.383)
Epoch: [25][1901/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000040) Content loss 0.100742 (0.099393) Adversarial loss 0.000000 (0.000022) D(HR) 1.000 ( 0.933) D(SR) 1.000 ( 0.411)
Epoch: [25][2001/2490] Time 0.217 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000040) Content loss 0.110614 (0.099470) Adversarial loss 0.000000 (0.000021) D(HR) 1.000 ( 0.936) D(SR) 0.060 ( 0.429)
Epoch: [25][2101/2490] Time 0.257 ( 0.217) Data 0.001 ( 0.000) Pixel loss 0.000034 (0.000040) Content loss 0.108155 (0.099314) Adversarial loss 0.000000 (0.000020) D(HR) 1.000 ( 0.939) D(SR) 1.000 ( 0.446)
Epoch: [25][2201/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000040) Content loss 0.091252 (0.099330) Adversarial loss 0.000000 (0.000019) D(HR) 1.000 ( 0.942) D(SR) 1.000 ( 0.462)
Epoch: [25][2301/2490] Time 0.217 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000040) Content loss 0.102310 (0.099269) Adversarial loss 0.000000 (0.000018) D(HR) 1.000 ( 0.945) D(SR) 0.058 ( 0.477)
Epoch: [25][2401/2490] Time 0.216 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000040) Content loss 0.098165 (0.099197) Adversarial loss 0.000000 (0.000018) D(HR) 1.000 ( 0.947) D(SR) 1.000 ( 0.494)
Test: [1/5] Time 1.925 ( 1.925) PSNR 45.88 (45.88) SSIM 0.9832 (0.9832)
Test: [2/5] Time 1.877 ( 1.901) PSNR 50.24 (48.06) SSIM 0.9920 (0.9876)
Test: [3/5] Time 1.875 ( 1.893) PSNR 50.27 (48.80) SSIM 0.9921 (0.9891)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.63 (48.01) SSIM 0.9744 (0.9854)
Test: [5/5] Time 1.921 ( 1.769) PSNR 45.44 (47.49) SSIM 0.9812 (0.9846)
* Time 1.77 PSNR 47.49 SSIM 0.98
Epoch: [26][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000037) Content loss 0.122493 (0.122493) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.946 ( 0.946)
Epoch: [26][ 101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000043) Content loss 0.092552 (0.098601) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.891)
Epoch: [26][ 201/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000044) Content loss 0.071331 (0.099523) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.926)
Epoch: [26][ 301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000043) Content loss 0.087783 (0.099053) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.927)
Epoch: [26][ 401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000041) Content loss 0.090658 (0.098245) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.917)
Epoch: [26][ 501/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000039) Content loss 0.081374 (0.097755) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.918)
Epoch: [26][ 601/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000039) Content loss 0.134776 (0.097771) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.018 ( 0.916)
Epoch: [26][ 701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000038) Content loss 0.089967 (0.097922) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.805)
Epoch: [26][ 801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000067 (0.000039) Content loss 0.115119 (0.097738) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.710)
Epoch: [26][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000040) Content loss 0.092326 (0.097837) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.641)
Epoch: [26][1001/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000067 (0.000040) Content loss 0.106196 (0.098095) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.585)
Epoch: [26][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000040) Content loss 0.077074 (0.098189) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.536)
Epoch: [26][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000082 (0.000040) Content loss 0.134538 (0.098359) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.494)
Epoch: [26][1301/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000040) Content loss 0.083878 (0.098235) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.460)
Epoch: [26][1401/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000040) Content loss 0.087418 (0.098172) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.083 ( 0.432)
Epoch: [26][1501/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000040) Content loss 0.095143 (0.098116) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.009 ( 0.419)
Epoch: [26][1601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000040) Content loss 0.107486 (0.098221) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.402)
Epoch: [26][1701/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000040) Content loss 0.089316 (0.098116) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.199 ( 0.387)
Epoch: [26][1801/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000039) Content loss 0.113389 (0.098078) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.369)
Epoch: [26][1901/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000039) Content loss 0.103429 (0.098008) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.356)
Epoch: [26][2001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000039) Content loss 0.100282 (0.097883) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.344)
Epoch: [26][2101/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000039) Content loss 0.109073 (0.097657) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.335)
Epoch: [26][2201/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000039) Content loss 0.106318 (0.097560) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.328)
Epoch: [26][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000038) Content loss 0.065484 (0.097399) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.884 ( 0.322)
Epoch: [26][2401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000038) Content loss 0.101256 (0.097358) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.316)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.20 (47.20) SSIM 0.9822 (0.9822)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.52 (48.36) SSIM 0.9914 (0.9868)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.56 (48.76) SSIM 0.9914 (0.9884)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.62 (47.98) SSIM 0.9737 (0.9847)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.70 (47.72) SSIM 0.9804 (0.9838)
* Time 1.77 PSNR 47.72 SSIM 0.98
Epoch: [27][ 1/2490] Time 0.305 ( 0.305) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000030) Content loss 0.102499 (0.102499) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.002)
Epoch: [27][ 101/2490] Time 0.210 ( 0.221) Data 0.000 ( 0.000) Pixel loss 0.000054 (0.000037) Content loss 0.105028 (0.094705) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.803) D(SR) 0.000 ( 0.068)
Epoch: [27][ 201/2490] Time 0.216 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000038) Content loss 0.112809 (0.095794) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.901) D(SR) 0.000 ( 0.039)
Epoch: [27][ 301/2490] Time 0.217 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000037) Content loss 0.085607 (0.097080) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.934) D(SR) 0.994 ( 0.035)
Epoch: [27][ 401/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000038) Content loss 0.088980 (0.096553) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.950) D(SR) 0.000 ( 0.031)
Epoch: [27][ 501/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000036) Content loss 0.076335 (0.096410) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.960) D(SR) 0.000 ( 0.036)
Epoch: [27][ 601/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000037) Content loss 0.093483 (0.096470) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.967) D(SR) 0.000 ( 0.038)
Epoch: [27][ 701/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000037) Content loss 0.100180 (0.096175) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.972) D(SR) 0.000 ( 0.034)
Epoch: [27][ 801/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000037) Content loss 0.088674 (0.095899) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.975) D(SR) 0.008 ( 0.048)
Epoch: [27][ 901/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000038) Content loss 0.094505 (0.095652) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.978) D(SR) 0.097 ( 0.073)
Epoch: [27][1001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000037) Content loss 0.117141 (0.095451) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.980) D(SR) 0.281 ( 0.095)
Epoch: [27][1101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000037) Content loss 0.078489 (0.095419) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.982) D(SR) 0.000 ( 0.107)
Epoch: [27][1201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000036) Content loss 0.091811 (0.095186) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.983) D(SR) 0.326 ( 0.118)
Epoch: [27][1301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000036) Content loss 0.100618 (0.094889) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.985) D(SR) 0.190 ( 0.129)
Epoch: [27][1401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000036) Content loss 0.093280 (0.094939) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.986) D(SR) 0.987 ( 0.138)
Epoch: [27][1501/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000036) Content loss 0.097589 (0.094923) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.987) D(SR) 0.000 ( 0.146)
Epoch: [27][1601/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000035) Content loss 0.099203 (0.094649) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.499 ( 0.156)
Epoch: [27][1701/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000035) Content loss 0.089590 (0.094412) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.988) D(SR) 0.001 ( 0.165)
Epoch: [27][1801/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000035) Content loss 0.093976 (0.094253) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.979 ( 0.174)
Epoch: [27][1901/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000035) Content loss 0.084935 (0.094310) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.979 ( 0.186)
Epoch: [27][2001/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000035) Content loss 0.105063 (0.094323) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.990) D(SR) 0.000 ( 0.196)
Epoch: [27][2101/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000035) Content loss 0.132363 (0.094256) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.206)
Epoch: [27][2201/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000035) Content loss 0.099462 (0.094181) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.642 ( 0.210)
Epoch: [27][2301/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000035) Content loss 0.086957 (0.094206) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.861 ( 0.215)
Epoch: [27][2401/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000035) Content loss 0.118566 (0.094105) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 0.238 ( 0.228)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.78 (46.78) SSIM 0.9821 (0.9821)
Test: [2/5] Time 1.878 ( 1.902) PSNR 50.53 (48.65) SSIM 0.9921 (0.9871)
Test: [3/5] Time 1.876 ( 1.893) PSNR 50.56 (49.29) SSIM 0.9922 (0.9888)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.57 (48.36) SSIM 0.9735 (0.9850)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.30 (47.95) SSIM 0.9802 (0.9840)
* Time 1.77 PSNR 47.95 SSIM 0.98
Epoch: [28][ 1/2490] Time 0.293 ( 0.293) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000033) Content loss 0.108515 (0.108515) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [28][ 101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000038) Content loss 0.120768 (0.093886) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.252)
Epoch: [28][ 201/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000038) Content loss 0.126786 (0.093034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.265)
Epoch: [28][ 301/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000038) Content loss 0.094196 (0.093628) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.048 ( 0.244)
Epoch: [28][ 401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000038) Content loss 0.093431 (0.093514) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.955 ( 0.290)
Epoch: [28][ 501/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000037) Content loss 0.101055 (0.093259) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.184 ( 0.279)
Epoch: [28][ 601/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000035) Content loss 0.080265 (0.092934) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.960 ( 0.270)
Epoch: [28][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000035) Content loss 0.085829 (0.092707) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.990 ( 0.273)
Epoch: [28][ 801/2490] Time 0.221 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000034) Content loss 0.109242 (0.092524) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.262)
Epoch: [28][ 901/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000035) Content loss 0.070319 (0.092962) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.243)
Epoch: [28][1001/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000035) Content loss 0.086006 (0.092993) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.235)
Epoch: [28][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000035) Content loss 0.109293 (0.092766) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.228)
Epoch: [28][1201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000035) Content loss 0.091232 (0.093042) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.226)
Epoch: [28][1301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000035) Content loss 0.091235 (0.093095) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.005 ( 0.232)
Epoch: [28][1401/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000035) Content loss 0.136415 (0.093233) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.019 ( 0.239)
Epoch: [28][1501/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000035) Content loss 0.100485 (0.093165) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.746 ( 0.243)
Epoch: [28][1601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000034) Content loss 0.102816 (0.093031) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.237)
Epoch: [28][1701/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000034) Content loss 0.090778 (0.092927) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.234)
Epoch: [28][1801/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000034) Content loss 0.079523 (0.092859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.248 ( 0.234)
Epoch: [28][1901/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000034) Content loss 0.066282 (0.092723) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.913 ( 0.240)
Epoch: [28][2001/2490] Time 0.214 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000034) Content loss 0.090791 (0.092651) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.346 ( 0.243)
Epoch: [28][2101/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000034) Content loss 0.060342 (0.092648) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.241)
Epoch: [28][2201/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000034) Content loss 0.116463 (0.092587) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.239)
Epoch: [28][2301/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000034) Content loss 0.104958 (0.092585) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.236)
Epoch: [28][2401/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000034) Content loss 0.074813 (0.092547) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.236)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.01 (47.01) SSIM 0.9834 (0.9834)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.35 (48.18) SSIM 0.9919 (0.9876)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.38 (48.58) SSIM 0.9919 (0.9891)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.54 (47.82) SSIM 0.9753 (0.9856)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.55 (47.57) SSIM 0.9816 (0.9848)
* Time 1.77 PSNR 47.57 SSIM 0.98
Epoch: [29][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000024) Content loss 0.091330 (0.091330) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [29][ 101/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000031) Content loss 0.128084 (0.094239) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.350 ( 0.230)
Epoch: [29][ 201/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000030) Content loss 0.096634 (0.091603) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.232)
Epoch: [29][ 301/2490] Time 0.214 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000091 (0.000030) Content loss 0.084793 (0.091713) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.229)
Epoch: [29][ 401/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000031) Content loss 0.090948 (0.091282) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.453 ( 0.264)
Epoch: [29][ 501/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000031) Content loss 0.096906 (0.091156) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.991 ( 0.284)
Epoch: [29][ 601/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000031) Content loss 0.084495 (0.091213) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.276)
Epoch: [29][ 701/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000030) Content loss 0.106179 (0.090949) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.300)
Epoch: [29][ 801/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.079957 (0.091113) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.238 ( 0.306)
Epoch: [29][ 901/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000031) Content loss 0.084045 (0.091020) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.312)
Epoch: [29][1001/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000030) Content loss 0.072503 (0.090958) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.824 ( 0.313)
Epoch: [29][1101/2490] Time 0.214 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.081970 (0.090958) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.005 ( 0.310)
Epoch: [29][1201/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000031) Content loss 0.084549 (0.091041) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.700 ( 0.311)
Epoch: [29][1301/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000132 (0.000031) Content loss 0.099051 (0.091107) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.119 ( 0.305)
Epoch: [29][1401/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000013 (0.000032) Content loss 0.059114 (0.090983) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.289)
Epoch: [29][1501/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000032) Content loss 0.091351 (0.090849) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.993 ( 0.283)
Epoch: [29][1601/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000032) Content loss 0.102106 (0.090873) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.279)
Epoch: [29][1701/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000032) Content loss 0.105518 (0.090856) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.272)
Epoch: [29][1801/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000032) Content loss 0.085133 (0.091026) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.264)
Epoch: [29][1901/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000032) Content loss 0.060991 (0.091054) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.260)
Epoch: [29][2001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.093091 (0.090972) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.858 ( 0.254)
Epoch: [29][2101/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000032) Content loss 0.099797 (0.091079) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.251)
Epoch: [29][2201/2490] Time 0.212 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000032) Content loss 0.108627 (0.091087) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.622 ( 0.246)
Epoch: [29][2301/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000032) Content loss 0.091944 (0.091183) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.828 ( 0.237)
Epoch: [29][2401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000032) Content loss 0.093764 (0.091201) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.234)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.51 (46.51) SSIM 0.9822 (0.9822)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.38 (47.95) SSIM 0.9912 (0.9867)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.49 (48.46) SSIM 0.9914 (0.9883)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.21 (47.65) SSIM 0.9741 (0.9847)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.14 (47.35) SSIM 0.9803 (0.9838)
* Time 1.77 PSNR 47.35 SSIM 0.98
Epoch: [30][ 1/2490] Time 0.293 ( 0.293) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.093862 (0.093862) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [30][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000029) Content loss 0.085948 (0.091564) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.171)
Epoch: [30][ 201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000029) Content loss 0.111380 (0.090633) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.184)
Epoch: [30][ 301/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000030) Content loss 0.098066 (0.090649) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.188)
Epoch: [30][ 401/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000030) Content loss 0.073232 (0.090007) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.178)
Epoch: [30][ 501/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000030) Content loss 0.091446 (0.089898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.185)
Epoch: [30][ 601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000080 (0.000031) Content loss 0.091278 (0.089885) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.184)
Epoch: [30][ 701/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000031) Content loss 0.095436 (0.090247) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.187)
Epoch: [30][ 801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000032) Content loss 0.092986 (0.090304) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.004 ( 0.195)
Epoch: [30][ 901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000032) Content loss 0.084254 (0.090464) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.209)
Epoch: [30][1001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000032) Content loss 0.118386 (0.090631) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.221)
Epoch: [30][1101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000032) Content loss 0.090292 (0.090445) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.245)
Epoch: [30][1201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000032) Content loss 0.088630 (0.090687) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.267)
Epoch: [30][1301/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000032) Content loss 0.082152 (0.090830) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.130 ( 0.286)
Epoch: [30][1401/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000032) Content loss 0.065467 (0.090703) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.297)
Epoch: [30][1501/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000032) Content loss 0.075897 (0.090628) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.290)
Epoch: [30][1601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000032) Content loss 0.069438 (0.090402) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.276)
Epoch: [30][1701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000032) Content loss 0.094165 (0.090206) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.264)
Epoch: [30][1801/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000032) Content loss 0.048851 (0.090217) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.250)
Epoch: [30][1901/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000032) Content loss 0.079869 (0.090441) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.982) D(SR) 0.000 ( 0.238)
Epoch: [30][2001/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000032) Content loss 0.101452 (0.090429) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.973) D(SR) 0.000 ( 0.228)
Epoch: [30][2101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000032) Content loss 0.079560 (0.090503) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.971) D(SR) 0.958 ( 0.253)
Epoch: [30][2201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000032) Content loss 0.105949 (0.090503) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.973) D(SR) 1.000 ( 0.287)
Epoch: [30][2301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000032) Content loss 0.122071 (0.090428) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.974) D(SR) 1.000 ( 0.318)
Epoch: [30][2401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000032) Content loss 0.094828 (0.090426) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.975) D(SR) 1.000 ( 0.347)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.07 (46.07) SSIM 0.9821 (0.9821)
Test: [2/5] Time 1.877 ( 1.901) PSNR 50.12 (48.10) SSIM 0.9913 (0.9867)
Test: [3/5] Time 1.875 ( 1.893) PSNR 50.16 (48.78) SSIM 0.9914 (0.9882)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.60 (47.99) SSIM 0.9741 (0.9847)
Test: [5/5] Time 1.921 ( 1.769) PSNR 45.65 (47.52) SSIM 0.9801 (0.9838)
* Time 1.77 PSNR 47.52 SSIM 0.98
Epoch: [31][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.086924 (0.086924) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [31][ 101/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000035) Content loss 0.095581 (0.088741) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [31][ 201/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000034) Content loss 0.079658 (0.089306) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.999)
Epoch: [31][ 301/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000037) Content loss 0.068004 (0.090316) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [31][ 401/2490] Time 0.221 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000035) Content loss 0.132168 (0.090029) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.998)
Epoch: [31][ 501/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000035) Content loss 0.094951 (0.090197) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.998)
Epoch: [31][ 601/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000034) Content loss 0.075671 (0.089960) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.998)
Epoch: [31][ 701/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000033) Content loss 0.068143 (0.089886) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.998)
Epoch: [31][ 801/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000034) Content loss 0.087312 (0.090164) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.998)
Epoch: [31][ 901/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000034) Content loss 0.067941 (0.090215) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.997)
Epoch: [31][1001/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000034) Content loss 0.082821 (0.090025) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.997)
Epoch: [31][1101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000033) Content loss 0.072668 (0.089932) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.997)
Epoch: [31][1201/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000033) Content loss 0.098168 (0.089839) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.997)
Epoch: [31][1301/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000033) Content loss 0.076757 (0.089924) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.997)
Epoch: [31][1401/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000034) Content loss 0.093052 (0.090033) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.995)
Epoch: [31][1501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000033) Content loss 0.083466 (0.089966) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.993)
Epoch: [31][1601/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000033) Content loss 0.094584 (0.089860) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.994)
Epoch: [31][1701/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000033) Content loss 0.076303 (0.089807) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.994)
Epoch: [31][1801/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000033) Content loss 0.093971 (0.089709) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.994)
Epoch: [31][1901/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000033) Content loss 0.091550 (0.089773) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.994)
Epoch: [31][2001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000033) Content loss 0.094369 (0.089793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.993)
Epoch: [31][2101/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000033) Content loss 0.065472 (0.089749) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.992)
Epoch: [31][2201/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000033) Content loss 0.102097 (0.089670) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.987 ( 0.992)
Epoch: [31][2301/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000033) Content loss 0.096349 (0.089653) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.991)
Epoch: [31][2401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000033) Content loss 0.075916 (0.089664) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.991)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.03 (47.03) SSIM 0.9822 (0.9822)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.04 (48.04) SSIM 0.9915 (0.9869)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.16 (48.41) SSIM 0.9916 (0.9885)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.54 (47.70) SSIM 0.9741 (0.9849)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.55 (47.47) SSIM 0.9804 (0.9840)
* Time 1.77 PSNR 47.47 SSIM 0.98
Epoch: [32][ 1/2490] Time 0.290 ( 0.290) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000025) Content loss 0.097826 (0.097826) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [32][ 101/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000035) Content loss 0.092080 (0.090358) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.944)
Epoch: [32][ 201/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000033) Content loss 0.094873 (0.090089) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.997 ( 0.957)
Epoch: [32][ 301/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000051 (0.000035) Content loss 0.089211 (0.089555) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.965)
Epoch: [32][ 401/2490] Time 0.223 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000034) Content loss 0.100127 (0.089012) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.544 ( 0.969)
Epoch: [32][ 501/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000034) Content loss 0.073534 (0.088859) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.966)
Epoch: [32][ 601/2490] Time 0.212 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000033) Content loss 0.087233 (0.088764) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.954)
Epoch: [32][ 701/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000032) Content loss 0.086390 (0.088403) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.995 ( 0.951)
Epoch: [32][ 801/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000032) Content loss 0.107212 (0.088541) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.781 ( 0.950)
Epoch: [32][ 901/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000032) Content loss 0.075422 (0.088564) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.948)
Epoch: [32][1001/2490] Time 0.219 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000033) Content loss 0.071782 (0.088743) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.939)
Epoch: [32][1101/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000032) Content loss 0.076289 (0.088502) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.938)
Epoch: [32][1201/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000032) Content loss 0.110623 (0.088314) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.942)
Epoch: [32][1301/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000032) Content loss 0.078354 (0.088388) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.945)
Epoch: [32][1401/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000032) Content loss 0.098125 (0.088373) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.003 ( 0.944)
Epoch: [32][1501/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000032) Content loss 0.094453 (0.088449) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.942)
Epoch: [32][1601/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000032) Content loss 0.108539 (0.088434) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.941)
Epoch: [32][1701/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000032) Content loss 0.084962 (0.088395) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.940)
Epoch: [32][1801/2490] Time 0.213 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000032) Content loss 0.088092 (0.088525) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.940)
Epoch: [32][1901/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000032) Content loss 0.088576 (0.088607) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.941)
Epoch: [32][2001/2490] Time 0.214 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000032) Content loss 0.092076 (0.088620) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.942)
Epoch: [32][2101/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000032) Content loss 0.072409 (0.088584) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.943)
Epoch: [32][2201/2490] Time 0.212 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000032) Content loss 0.074854 (0.088749) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.944)
Epoch: [32][2301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000032) Content loss 0.088204 (0.088645) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.943)
Epoch: [32][2401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000032) Content loss 0.105479 (0.088632) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.944)
Test: [1/5] Time 1.926 ( 1.926) PSNR 41.51 (41.51) SSIM 0.9823 (0.9823)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.62 (45.57) SSIM 0.9907 (0.9865)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.59 (46.91) SSIM 0.9907 (0.9879)
Test: [4/5] Time 1.244 ( 1.731) PSNR 43.47 (46.05) SSIM 0.9743 (0.9845)
Test: [5/5] Time 1.922 ( 1.769) PSNR 41.37 (45.11) SSIM 0.9804 (0.9837)
* Time 1.77 PSNR 45.11 SSIM 0.98
Epoch: [33][ 1/2490] Time 0.301 ( 0.301) Data 0.000 ( 0.000) Pixel loss 0.000053 (0.000053) Content loss 0.092552 (0.092552) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [33][ 101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000030) Content loss 0.076530 (0.085826) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.938)
Epoch: [33][ 201/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.070260 (0.086261) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.931)
Epoch: [33][ 301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000030) Content loss 0.098828 (0.086363) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.942)
Epoch: [33][ 401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000031) Content loss 0.071622 (0.087537) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.942)
Epoch: [33][ 501/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000031) Content loss 0.100322 (0.087382) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.933)
Epoch: [33][ 601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000031) Content loss 0.067613 (0.086998) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.934)
Epoch: [33][ 701/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000034) Content loss 0.072906 (0.087666) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.935)
Epoch: [33][ 801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000033) Content loss 0.095557 (0.087705) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.936)
Epoch: [33][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000034) Content loss 0.089699 (0.087908) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.938)
Epoch: [33][1001/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000033) Content loss 0.078740 (0.088085) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.938)
Epoch: [33][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000034) Content loss 0.081006 (0.088120) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.942)
Epoch: [33][1201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000033) Content loss 0.100127 (0.088091) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.944)
Epoch: [33][1301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000033) Content loss 0.085765 (0.088113) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.948)
Epoch: [33][1401/2490] Time 0.222 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000059 (0.000033) Content loss 0.100525 (0.088228) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.951)
Epoch: [33][1501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000033) Content loss 0.084772 (0.088179) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.998 ( 0.950)
Epoch: [33][1601/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000033) Content loss 0.054362 (0.088180) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.946)
Epoch: [33][1701/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000033) Content loss 0.070509 (0.088123) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.944)
Epoch: [33][1801/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000034) Content loss 0.109968 (0.088298) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.975 ( 0.944)
Epoch: [33][1901/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000034) Content loss 0.072939 (0.088210) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.942)
Epoch: [33][2001/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000033) Content loss 0.057425 (0.088075) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.996 ( 0.940)
Epoch: [33][2101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000033) Content loss 0.097429 (0.087938) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.937)
Epoch: [33][2201/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000033) Content loss 0.070836 (0.087932) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.936)
Epoch: [33][2301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000033) Content loss 0.092073 (0.088003) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.938)
Epoch: [33][2401/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000033) Content loss 0.077985 (0.087960) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.938)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.89 (46.89) SSIM 0.9819 (0.9819)
Test: [2/5] Time 1.877 ( 1.901) PSNR 50.09 (48.49) SSIM 0.9914 (0.9867)
Test: [3/5] Time 1.875 ( 1.893) PSNR 50.12 (49.03) SSIM 0.9915 (0.9883)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.61 (48.18) SSIM 0.9740 (0.9847)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.41 (47.82) SSIM 0.9801 (0.9838)
* Time 1.77 PSNR 47.82 SSIM 0.98
Epoch: [34][ 1/2490] Time 0.297 ( 0.297) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000020) Content loss 0.068003 (0.068003) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.795 ( 0.795)
Epoch: [34][ 101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000033) Content loss 0.089487 (0.084783) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.836)
Epoch: [34][ 201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.103099 (0.084805) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.868)
Epoch: [34][ 301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000031) Content loss 0.088698 (0.086431) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.904)
Epoch: [34][ 401/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000031) Content loss 0.077974 (0.086605) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.912)
Epoch: [34][ 501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.075467 (0.086681) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.996 ( 0.911)
Epoch: [34][ 601/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000030) Content loss 0.086561 (0.086447) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.933 ( 0.910)
Epoch: [34][ 701/2490] Time 0.265 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000030) Content loss 0.096153 (0.086856) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.943 ( 0.903)
Epoch: [34][ 801/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000030) Content loss 0.089935 (0.087012) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.898)
Epoch: [34][ 901/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000031) Content loss 0.067748 (0.087125) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.895)
Epoch: [34][1001/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000032) Content loss 0.062909 (0.087527) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.896)
Epoch: [34][1101/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000031) Content loss 0.088143 (0.087585) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.983 ( 0.887)
Epoch: [34][1201/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000031) Content loss 0.113059 (0.087451) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.002 ( 0.878)
Epoch: [34][1301/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000031) Content loss 0.090662 (0.087128) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.025 ( 0.872)
Epoch: [34][1401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000031) Content loss 0.053087 (0.087096) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.876)
Epoch: [34][1501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000031) Content loss 0.078901 (0.087281) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.875)
Epoch: [34][1601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000031) Content loss 0.071884 (0.087126) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.890 ( 0.880)
Epoch: [34][1701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.112359 (0.086888) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.529 ( 0.884)
Epoch: [34][1801/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.129282 (0.087122) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.888)
Epoch: [34][1901/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000031) Content loss 0.070964 (0.087149) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.885)
Epoch: [34][2001/2490] Time 0.259 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000031) Content loss 0.088995 (0.087243) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.880)
Epoch: [34][2101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000031) Content loss 0.080720 (0.087205) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.872)
Epoch: [34][2201/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000031) Content loss 0.075374 (0.087201) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.868)
Epoch: [34][2301/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.074877 (0.087202) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.865)
Epoch: [34][2401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000030) Content loss 0.088785 (0.087263) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.866)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.46 (46.46) SSIM 0.9811 (0.9811)
Test: [2/5] Time 1.878 ( 1.902) PSNR 49.32 (47.89) SSIM 0.9907 (0.9859)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.37 (48.38) SSIM 0.9908 (0.9875)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.44 (47.65) SSIM 0.9729 (0.9839)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.00 (47.32) SSIM 0.9792 (0.9829)
* Time 1.77 PSNR 47.32 SSIM 0.98
Epoch: [35][ 1/2490] Time 0.301 ( 0.301) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000024) Content loss 0.084019 (0.084019) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [35][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000043) Content loss 0.083862 (0.089731) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.080 ( 0.791)
Epoch: [35][ 201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000036) Content loss 0.053240 (0.086619) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.794)
Epoch: [35][ 301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000034) Content loss 0.106758 (0.086709) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.283 ( 0.803)
Epoch: [35][ 401/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000033) Content loss 0.083974 (0.087271) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.806)
Epoch: [35][ 501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000032) Content loss 0.080461 (0.087252) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.817)
Epoch: [35][ 601/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000031) Content loss 0.055504 (0.086904) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.827)
Epoch: [35][ 701/2490] Time 0.221 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000031) Content loss 0.075601 (0.086926) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.824)
Epoch: [35][ 801/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000030) Content loss 0.076661 (0.086905) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.833)
Epoch: [35][ 901/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000030) Content loss 0.085841 (0.086827) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.837)
Epoch: [35][1001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000030) Content loss 0.060839 (0.086667) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.838)
Epoch: [35][1101/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.100926 (0.086312) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.993 ( 0.845)
Epoch: [35][1201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.089012 (0.086256) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.549 ( 0.839)
Epoch: [35][1301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000029) Content loss 0.098190 (0.086346) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.997 ( 0.841)
Epoch: [35][1401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000029) Content loss 0.065879 (0.086332) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.847)
Epoch: [35][1501/2490] Time 0.261 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.090108 (0.086390) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.848)
Epoch: [35][1601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.101992 (0.086279) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.849)
Epoch: [35][1701/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.086314 (0.086149) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.037 ( 0.847)
Epoch: [35][1801/2490] Time 0.221 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000030) Content loss 0.108314 (0.086158) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.850)
Epoch: [35][1901/2490] Time 0.263 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000030) Content loss 0.097463 (0.086090) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.328 ( 0.848)
Epoch: [35][2001/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000030) Content loss 0.083642 (0.086021) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.851)
Epoch: [35][2101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.115885 (0.085971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.126 ( 0.845)
Epoch: [35][2201/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000030) Content loss 0.085619 (0.086018) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.327 ( 0.841)
Epoch: [35][2301/2490] Time 0.221 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000030) Content loss 0.105906 (0.086024) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.970 ( 0.840)
Epoch: [35][2401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000030) Content loss 0.081629 (0.086081) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.841)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.53 (47.53) SSIM 0.9838 (0.9838)
Test: [2/5] Time 1.877 ( 1.901) PSNR 48.77 (48.15) SSIM 0.9914 (0.9876)
Test: [3/5] Time 1.876 ( 1.893) PSNR 48.88 (48.39) SSIM 0.9915 (0.9889)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.72 (47.72) SSIM 0.9754 (0.9855)
Test: [5/5] Time 1.921 ( 1.769) PSNR 47.02 (47.58) SSIM 0.9821 (0.9848)
* Time 1.77 PSNR 47.58 SSIM 0.98
Epoch: [36][ 1/2490] Time 0.309 ( 0.309) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000025) Content loss 0.074733 (0.074733) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [36][ 101/2490] Time 0.211 ( 0.227) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.085518 (0.087578) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.737)
Epoch: [36][ 201/2490] Time 0.216 ( 0.221) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000031) Content loss 0.083735 (0.087410) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.828)
Epoch: [36][ 301/2490] Time 0.209 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000029) Content loss 0.094033 (0.086626) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.008 ( 0.848)
Epoch: [36][ 401/2490] Time 0.216 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000032) Content loss 0.076895 (0.087359) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.899 ( 0.840)
Epoch: [36][ 501/2490] Time 0.214 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000031) Content loss 0.079235 (0.086537) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.062 ( 0.832)
Epoch: [36][ 601/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000031) Content loss 0.081982 (0.086133) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.812)
Epoch: [36][ 701/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000031) Content loss 0.082422 (0.086321) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.815)
Epoch: [36][ 801/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000031) Content loss 0.063071 (0.086275) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.813)
Epoch: [36][ 901/2490] Time 0.219 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.090757 (0.086182) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.856 ( 0.809)
Epoch: [36][1001/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.095632 (0.086226) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.814)
Epoch: [36][1101/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000031) Content loss 0.080817 (0.086027) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.811)
Epoch: [36][1201/2490] Time 0.223 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000031) Content loss 0.048009 (0.085989) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.815)
Epoch: [36][1301/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000030) Content loss 0.071024 (0.085864) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.814)
Epoch: [36][1401/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000030) Content loss 0.092821 (0.085868) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.819)
Epoch: [36][1501/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000030) Content loss 0.082529 (0.085926) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.822)
Epoch: [36][1601/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000030) Content loss 0.082607 (0.085910) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.831)
Epoch: [36][1701/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000030) Content loss 0.112408 (0.085903) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 1.000 ( 0.823)
Epoch: [36][1801/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000030) Content loss 0.079196 (0.085886) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 1.000 ( 0.824)
Epoch: [36][1901/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.067564 (0.085757) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.805)
Epoch: [36][2001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000030) Content loss 0.098141 (0.085736) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.991) D(SR) 0.000 ( 0.768)
Epoch: [36][2101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.076171 (0.085723) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 1.000 ( 0.744)
Epoch: [36][2201/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.074223 (0.085702) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.992) D(SR) 1.000 ( 0.754)
Epoch: [36][2301/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000030) Content loss 0.098859 (0.085691) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 1.000 ( 0.759)
Epoch: [36][2401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000030) Content loss 0.106917 (0.085634) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 0.957 ( 0.765)
Test: [1/5] Time 1.925 ( 1.925) PSNR 45.43 (45.43) SSIM 0.9820 (0.9820)
Test: [2/5] Time 1.876 ( 1.901) PSNR 49.41 (47.42) SSIM 0.9913 (0.9866)
Test: [3/5] Time 1.875 ( 1.892) PSNR 49.46 (48.10) SSIM 0.9913 (0.9882)
Test: [4/5] Time 1.243 ( 1.730) PSNR 45.51 (47.46) SSIM 0.9734 (0.9845)
Test: [5/5] Time 1.921 ( 1.768) PSNR 45.10 (46.98) SSIM 0.9802 (0.9836)
* Time 1.77 PSNR 46.98 SSIM 0.98
Epoch: [37][ 1/2490] Time 0.281 ( 0.281) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000017) Content loss 0.068150 (0.068150) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [37][ 101/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000026) Content loss 0.075219 (0.083303) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.669)
Epoch: [37][ 201/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000048 (0.000030) Content loss 0.095838 (0.083820) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.590)
Epoch: [37][ 301/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000030) Content loss 0.096027 (0.084877) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.506)
Epoch: [37][ 401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000032) Content loss 0.086965 (0.086059) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.457)
Epoch: [37][ 501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000032) Content loss 0.103095 (0.086202) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.042 ( 0.426)
Epoch: [37][ 601/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000032) Content loss 0.086138 (0.085692) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.883 ( 0.416)
Epoch: [37][ 701/2490] Time 0.244 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000032) Content loss 0.080897 (0.085925) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.396)
Epoch: [37][ 801/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000031) Content loss 0.065282 (0.085810) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.998 ( 0.387)
Epoch: [37][ 901/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.084299 (0.085324) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.399)
Epoch: [37][1001/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000030) Content loss 0.081300 (0.085535) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.062 ( 0.395)
Epoch: [37][1101/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000030) Content loss 0.094408 (0.085395) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.389)
Epoch: [37][1201/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000030) Content loss 0.082937 (0.085237) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.391)
Epoch: [37][1301/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000030) Content loss 0.089722 (0.085273) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.384)
Epoch: [37][1401/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.085576 (0.085169) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.379)
Epoch: [37][1501/2490] Time 0.221 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000031) Content loss 0.080680 (0.085608) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.960 ( 0.381)
Epoch: [37][1601/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.114873 (0.085555) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.386)
Epoch: [37][1701/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000030) Content loss 0.091215 (0.085503) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.948 ( 0.380)
Epoch: [37][1801/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.090422 (0.085442) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.384)
Epoch: [37][1901/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.086042 (0.085410) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.736 ( 0.385)
Epoch: [37][2001/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000030) Content loss 0.112430 (0.085375) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.381)
Epoch: [37][2101/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000030) Content loss 0.061910 (0.085268) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.855 ( 0.379)
Epoch: [37][2201/2490] Time 0.222 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000030) Content loss 0.083731 (0.085227) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.375)
Epoch: [37][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.093814 (0.085079) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.372)
Epoch: [37][2401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.066942 (0.085118) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.375)
Test: [1/5] Time 1.925 ( 1.925) PSNR 45.86 (45.86) SSIM 0.9807 (0.9807)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.43 (47.65) SSIM 0.9902 (0.9854)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.48 (48.26) SSIM 0.9903 (0.9871)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.46 (47.56) SSIM 0.9728 (0.9835)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.37 (47.12) SSIM 0.9787 (0.9825)
* Time 1.77 PSNR 47.12 SSIM 0.98
Epoch: [38][ 1/2490] Time 0.280 ( 0.280) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.072219 (0.072219) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [38][ 101/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000025) Content loss 0.061596 (0.082905) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.475)
Epoch: [38][ 201/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.080621 (0.084525) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.484)
Epoch: [38][ 301/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000030) Content loss 0.086483 (0.084158) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.992 ( 0.525)
Epoch: [38][ 401/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000030) Content loss 0.104173 (0.084589) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.485)
Epoch: [38][ 501/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000030) Content loss 0.111997 (0.085177) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.476)
Epoch: [38][ 601/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000030) Content loss 0.088713 (0.085617) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.923 ( 0.452)
Epoch: [38][ 701/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000030) Content loss 0.085509 (0.085385) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.455)
Epoch: [38][ 801/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000029) Content loss 0.098341 (0.085436) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.757 ( 0.454)
Epoch: [38][ 901/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.103550 (0.085661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.748 ( 0.456)
Epoch: [38][1001/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.080274 (0.085731) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.813 ( 0.464)
Epoch: [38][1101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000030) Content loss 0.054848 (0.085636) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.965 ( 0.472)
Epoch: [38][1201/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.088765 (0.085414) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.476)
Epoch: [38][1301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.059531 (0.085419) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.998 ( 0.485)
Epoch: [38][1401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000030) Content loss 0.065547 (0.085456) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.494)
Epoch: [38][1501/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000030) Content loss 0.083628 (0.085516) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.928 ( 0.491)
Epoch: [38][1601/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.080270 (0.085309) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.341 ( 0.500)
Epoch: [38][1701/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.071825 (0.085190) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.497)
Epoch: [38][1801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000030) Content loss 0.095297 (0.085236) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.492)
Epoch: [38][1901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.067974 (0.085120) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.500)
Epoch: [38][2001/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000030) Content loss 0.058302 (0.085198) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.497)
Epoch: [38][2101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.092697 (0.085164) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.493)
Epoch: [38][2201/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000030) Content loss 0.062915 (0.085065) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.495)
Epoch: [38][2301/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000030) Content loss 0.103149 (0.085081) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.665 ( 0.484)
Epoch: [38][2401/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000030) Content loss 0.066484 (0.085047) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.949 ( 0.476)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.35 (45.35) SSIM 0.9819 (0.9819)
Test: [2/5] Time 1.877 ( 1.901) PSNR 48.68 (47.02) SSIM 0.9907 (0.9863)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.72 (47.59) SSIM 0.9908 (0.9878)
Test: [4/5] Time 1.244 ( 1.730) PSNR 44.34 (46.77) SSIM 0.9734 (0.9842)
Test: [5/5] Time 1.921 ( 1.769) PSNR 45.06 (46.43) SSIM 0.9799 (0.9834)
* Time 1.77 PSNR 46.43 SSIM 0.98
Epoch: [39][ 1/2490] Time 0.283 ( 0.283) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000032) Content loss 0.070237 (0.070237) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [39][ 101/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000035) Content loss 0.080593 (0.088305) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.423)
Epoch: [39][ 201/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000030) Content loss 0.083626 (0.086134) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.500)
Epoch: [39][ 301/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.081001 (0.084640) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.509)
Epoch: [39][ 401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000029) Content loss 0.104462 (0.084304) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.493)
Epoch: [39][ 501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000029) Content loss 0.096593 (0.084510) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.574 ( 0.516)
Epoch: [39][ 601/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.080781 (0.084690) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.523)
Epoch: [39][ 701/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000029) Content loss 0.074566 (0.084108) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.042 ( 0.524)
Epoch: [39][ 801/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000030) Content loss 0.069956 (0.084224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.996 ( 0.528)
Epoch: [39][ 901/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000030) Content loss 0.078544 (0.084362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.512)
Epoch: [39][1001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.117650 (0.084336) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.506)
Epoch: [39][1101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000029) Content loss 0.072774 (0.084121) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.011 ( 0.507)
Epoch: [39][1201/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.078117 (0.084307) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.489)
Epoch: [39][1301/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.077662 (0.084201) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.476)
Epoch: [39][1401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000030) Content loss 0.065722 (0.084108) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.467)
Epoch: [39][1501/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000030) Content loss 0.087085 (0.084132) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.466)
Epoch: [39][1601/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.075885 (0.083982) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.997 ( 0.466)
Epoch: [39][1701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.095600 (0.084024) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.010 ( 0.472)
Epoch: [39][1801/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000029) Content loss 0.103494 (0.084103) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.010 ( 0.469)
Epoch: [39][1901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000029) Content loss 0.048734 (0.084017) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.994 ( 0.467)
Epoch: [39][2001/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000029) Content loss 0.100753 (0.084153) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.463)
Epoch: [39][2101/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000029) Content loss 0.070981 (0.084181) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.466)
Epoch: [39][2201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.097728 (0.084307) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.477)
Epoch: [39][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000029) Content loss 0.082370 (0.084208) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.121 ( 0.479)
Epoch: [39][2401/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000029) Content loss 0.092363 (0.084205) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.477)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.08 (45.08) SSIM 0.9802 (0.9802)
Test: [2/5] Time 1.878 ( 1.902) PSNR 49.80 (47.44) SSIM 0.9905 (0.9854)
Test: [3/5] Time 1.876 ( 1.894) PSNR 49.81 (48.23) SSIM 0.9906 (0.9871)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.11 (47.45) SSIM 0.9722 (0.9834)
Test: [5/5] Time 1.922 ( 1.769) PSNR 44.72 (46.90) SSIM 0.9783 (0.9823)
* Time 1.77 PSNR 46.90 SSIM 0.98
Epoch: [40][ 1/2490] Time 0.305 ( 0.305) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000019) Content loss 0.055529 (0.055529) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [40][ 101/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000028) Content loss 0.108624 (0.083369) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.668)
Epoch: [40][ 201/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000032) Content loss 0.067237 (0.084643) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.592)
Epoch: [40][ 301/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000032) Content loss 0.083247 (0.084936) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.645)
Epoch: [40][ 401/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000034) Content loss 0.068116 (0.085013) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.392 ( 0.649)
Epoch: [40][ 501/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000033) Content loss 0.053062 (0.084811) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.621)
Epoch: [40][ 601/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000031) Content loss 0.080795 (0.083924) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.604)
Epoch: [40][ 701/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000032) Content loss 0.090992 (0.083972) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.027 ( 0.598)
Epoch: [40][ 801/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000031) Content loss 0.063944 (0.083917) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.593)
Epoch: [40][ 901/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.090220 (0.083978) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.004 ( 0.588)
Epoch: [40][1001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000031) Content loss 0.110406 (0.083898) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.042 ( 0.586)
Epoch: [40][1101/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000031) Content loss 0.093966 (0.084207) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.580)
Epoch: [40][1201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000030) Content loss 0.090925 (0.084016) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.577)
Epoch: [40][1301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000030) Content loss 0.088672 (0.084047) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.571)
Epoch: [40][1401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.075678 (0.083851) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.568)
Epoch: [40][1501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000030) Content loss 0.070133 (0.083906) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.082 ( 0.550)
Epoch: [40][1601/2490] Time 0.222 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000030) Content loss 0.083760 (0.083945) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.862 ( 0.530)
Epoch: [40][1701/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.103365 (0.083825) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.528)
Epoch: [40][1801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.074884 (0.083740) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.519)
Epoch: [40][1901/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.075472 (0.083646) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.978 ( 0.520)
Epoch: [40][2001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000030) Content loss 0.101297 (0.083786) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.523)
Epoch: [40][2101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000083 (0.000030) Content loss 0.101198 (0.083837) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.526)
Epoch: [40][2201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.067292 (0.083741) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.529)
Epoch: [40][2301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000030) Content loss 0.058128 (0.083772) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.530)
Epoch: [40][2401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000030) Content loss 0.092093 (0.083721) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.534)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.32 (45.32) SSIM 0.9800 (0.9800)
Test: [2/5] Time 1.877 ( 1.902) PSNR 48.74 (47.03) SSIM 0.9902 (0.9851)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.81 (47.62) SSIM 0.9903 (0.9868)
Test: [4/5] Time 1.244 ( 1.731) PSNR 44.56 (46.86) SSIM 0.9720 (0.9831)
Test: [5/5] Time 1.921 ( 1.769) PSNR 44.96 (46.48) SSIM 0.9780 (0.9821)
* Time 1.77 PSNR 46.48 SSIM 0.98
Epoch: [41][ 1/2490] Time 0.298 ( 0.298) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.078038 (0.078038) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.999 ( 0.999)
Epoch: [41][ 101/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.066000 (0.084858) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.982 ( 0.473)
Epoch: [41][ 201/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000033) Content loss 0.088174 (0.084631) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.528)
Epoch: [41][ 301/2490] Time 0.208 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000031) Content loss 0.083159 (0.084266) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.377 ( 0.563)
Epoch: [41][ 401/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.076805 (0.084012) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.412 ( 0.532)
Epoch: [41][ 501/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.090842 (0.083430) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.556)
Epoch: [41][ 601/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000029) Content loss 0.082732 (0.083127) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.554)
Epoch: [41][ 701/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.070667 (0.082742) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.527)
Epoch: [41][ 801/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.058696 (0.083140) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.557)
Epoch: [41][ 901/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000029) Content loss 0.081018 (0.083300) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.550)
Epoch: [41][1001/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.105123 (0.083230) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.542)
Epoch: [41][1101/2490] Time 0.249 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.104264 (0.083391) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.993 ( 0.529)
Epoch: [41][1201/2490] Time 0.251 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.068698 (0.083343) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.515)
Epoch: [41][1301/2490] Time 0.209 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000029) Content loss 0.105366 (0.083238) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.801 ( 0.499)
Epoch: [41][1401/2490] Time 0.209 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000063 (0.000029) Content loss 0.078001 (0.083299) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.481)
Epoch: [41][1501/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000029) Content loss 0.087021 (0.083274) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.464)
Epoch: [41][1601/2490] Time 0.209 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000029) Content loss 0.090687 (0.083226) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.458)
Epoch: [41][1701/2490] Time 0.219 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000028) Content loss 0.087392 (0.083271) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.458)
Epoch: [41][1801/2490] Time 0.217 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000028) Content loss 0.079221 (0.083301) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.927 ( 0.447)
Epoch: [41][1901/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000028) Content loss 0.084456 (0.083295) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.444)
Epoch: [41][2001/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.080049 (0.083261) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.952 ( 0.441)
Epoch: [41][2101/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000028) Content loss 0.072901 (0.083212) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.257 ( 0.438)
Epoch: [41][2201/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000028) Content loss 0.094334 (0.083221) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.452)
Epoch: [41][2301/2490] Time 0.211 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.109497 (0.083235) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.971 ( 0.459)
Epoch: [41][2401/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.090559 (0.083199) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.605 ( 0.462)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.11 (46.11) SSIM 0.9799 (0.9799)
Test: [2/5] Time 1.878 ( 1.902) PSNR 49.30 (47.70) SSIM 0.9896 (0.9847)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.33 (48.24) SSIM 0.9897 (0.9864)
Test: [4/5] Time 1.244 ( 1.731) PSNR 44.87 (47.40) SSIM 0.9721 (0.9828)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.70 (47.06) SSIM 0.9778 (0.9818)
* Time 1.77 PSNR 47.06 SSIM 0.98
Epoch: [42][ 1/2490] Time 0.296 ( 0.296) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000025) Content loss 0.086557 (0.086557) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.834 ( 0.834)
Epoch: [42][ 101/2490] Time 0.215 ( 0.230) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000026) Content loss 0.076334 (0.085326) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.556)
Epoch: [42][ 201/2490] Time 0.213 ( 0.223) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000027) Content loss 0.094273 (0.084716) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.502)
Epoch: [42][ 301/2490] Time 0.211 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000025) Content loss 0.076279 (0.084028) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.984 ( 0.477)
Epoch: [42][ 401/2490] Time 0.213 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000026) Content loss 0.052542 (0.083450) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.998 ( 0.454)
Epoch: [42][ 501/2490] Time 0.209 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000064 (0.000026) Content loss 0.104756 (0.083408) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.531 ( 0.481)
Epoch: [42][ 601/2490] Time 0.215 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000027) Content loss 0.061001 (0.083082) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.502)
Epoch: [42][ 701/2490] Time 0.209 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.099291 (0.083525) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.467)
Epoch: [42][ 801/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.079767 (0.083006) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.711 ( 0.451)
Epoch: [42][ 901/2490] Time 0.217 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.065702 (0.082964) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.438)
Epoch: [42][1001/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000029) Content loss 0.091279 (0.082917) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.496 ( 0.413)
Epoch: [42][1101/2490] Time 0.214 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000029) Content loss 0.100425 (0.082742) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.390)
Epoch: [42][1201/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.084158 (0.082845) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.151 ( 0.377)
Epoch: [42][1301/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.082307 (0.082808) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.365)
Epoch: [42][1401/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000076 (0.000029) Content loss 0.079240 (0.082810) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.361)
Epoch: [42][1501/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.078820 (0.082822) Adversarial loss 0.000000 (0.000003) D(HR) 0.000 ( 0.987) D(SR) 0.000 ( 0.369)
Epoch: [42][1601/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000029) Content loss 0.092241 (0.082958) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.983) D(SR) 1.000 ( 0.383)
Epoch: [42][1701/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.071333 (0.083072) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.984) D(SR) 1.000 ( 0.419)
Epoch: [42][1801/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.072977 (0.083169) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.985) D(SR) 1.000 ( 0.452)
Epoch: [42][1901/2490] Time 0.256 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000077 (0.000030) Content loss 0.099875 (0.083200) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.986) D(SR) 1.000 ( 0.480)
Epoch: [42][2001/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000013 (0.000029) Content loss 0.048840 (0.083221) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.987) D(SR) 1.000 ( 0.506)
Epoch: [42][2101/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.081198 (0.083064) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.987) D(SR) 1.000 ( 0.530)
Epoch: [42][2201/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000029) Content loss 0.062107 (0.082921) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.988) D(SR) 1.000 ( 0.551)
Epoch: [42][2301/2490] Time 0.213 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.098196 (0.083029) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.988) D(SR) 1.000 ( 0.571)
Epoch: [42][2401/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000029) Content loss 0.079799 (0.083093) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.989) D(SR) 1.000 ( 0.589)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.45 (45.45) SSIM 0.9825 (0.9825)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.76 (47.61) SSIM 0.9907 (0.9866)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.80 (48.34) SSIM 0.9908 (0.9880)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.74 (47.69) SSIM 0.9751 (0.9848)
Test: [5/5] Time 1.921 ( 1.769) PSNR 45.14 (47.18) SSIM 0.9806 (0.9840)
* Time 1.77 PSNR 47.18 SSIM 0.98
Epoch: [43][ 1/2490] Time 0.280 ( 0.280) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000033) Content loss 0.104184 (0.104184) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 101/2490] Time 0.215 ( 0.232) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000029) Content loss 0.085344 (0.083378) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 201/2490] Time 0.213 ( 0.222) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000029) Content loss 0.083976 (0.083211) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 301/2490] Time 0.210 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000029) Content loss 0.072080 (0.083550) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 401/2490] Time 0.209 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.073437 (0.083220) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 501/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.075464 (0.083369) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 601/2490] Time 0.211 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.086773 (0.083425) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 701/2490] Time 0.209 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.108918 (0.083506) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 801/2490] Time 0.215 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000030) Content loss 0.084692 (0.083805) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][ 901/2490] Time 0.218 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.059616 (0.083463) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1001/2490] Time 0.209 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.070974 (0.083358) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1101/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000029) Content loss 0.074354 (0.083160) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1201/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.068183 (0.083429) Adversarial loss 0.000001 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1301/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.063107 (0.083322) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1401/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000029) Content loss 0.087234 (0.083380) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1501/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000029) Content loss 0.090375 (0.083359) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1601/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.090163 (0.083153) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1701/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.069860 (0.083040) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1801/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.067449 (0.083097) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][1901/2490] Time 0.208 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000029) Content loss 0.097604 (0.082933) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][2001/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.082581 (0.082804) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][2101/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.084543 (0.082701) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][2201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000029) Content loss 0.053080 (0.082687) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][2301/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000029) Content loss 0.077976 (0.082705) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [43][2401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000029) Content loss 0.083979 (0.082696) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.89 (46.89) SSIM 0.9819 (0.9819)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.42 (48.16) SSIM 0.9911 (0.9865)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.44 (48.59) SSIM 0.9913 (0.9881)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.54 (47.82) SSIM 0.9745 (0.9847)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.39 (47.54) SSIM 0.9800 (0.9837)
* Time 1.77 PSNR 47.54 SSIM 0.98
Epoch: [44][ 1/2490] Time 0.305 ( 0.305) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000036) Content loss 0.099029 (0.099029) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 101/2490] Time 0.210 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000028) Content loss 0.094178 (0.080815) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000026) Content loss 0.096762 (0.081450) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 301/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000027) Content loss 0.054322 (0.081640) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 401/2490] Time 0.208 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.064578 (0.081650) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 501/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000029) Content loss 0.106025 (0.081767) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 601/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.075377 (0.082149) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 701/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.084532 (0.082674) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.077767 (0.083089) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][ 901/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000029) Content loss 0.080385 (0.082809) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.094780 (0.082872) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1101/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.072096 (0.083086) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1201/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000029) Content loss 0.096336 (0.083050) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1301/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.072339 (0.082903) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1401/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000028) Content loss 0.076382 (0.082774) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1501/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000028) Content loss 0.087374 (0.082579) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1601/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.075404 (0.082685) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1701/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000028) Content loss 0.062943 (0.082670) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1801/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.066264 (0.082632) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][1901/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000029) Content loss 0.059585 (0.082647) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][2001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000029) Content loss 0.096502 (0.082587) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][2101/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.088915 (0.082519) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][2201/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.087235 (0.082601) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][2301/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000029) Content loss 0.100786 (0.082562) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [44][2401/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000028) Content loss 0.073468 (0.082503) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.96 (46.96) SSIM 0.9832 (0.9832)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.92 (48.44) SSIM 0.9907 (0.9869)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.94 (48.94) SSIM 0.9907 (0.9882)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.73 (48.14) SSIM 0.9746 (0.9848)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.44 (47.80) SSIM 0.9814 (0.9841)
* Time 1.77 PSNR 47.80 SSIM 0.98
Epoch: [45][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000023) Content loss 0.072821 (0.072821) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000038) Content loss 0.085299 (0.085793) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000032) Content loss 0.081479 (0.083351) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000031) Content loss 0.104986 (0.082748) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000030) Content loss 0.075753 (0.082824) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 501/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000030) Content loss 0.066528 (0.082183) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 601/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000030) Content loss 0.062310 (0.082337) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 701/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000083 (0.000031) Content loss 0.110457 (0.082894) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 801/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000031) Content loss 0.058346 (0.082932) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000030) Content loss 0.068824 (0.082735) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1001/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000030) Content loss 0.093277 (0.082620) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000030) Content loss 0.065882 (0.082525) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000030) Content loss 0.082811 (0.082540) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000030) Content loss 0.075002 (0.082383) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1401/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000030) Content loss 0.064651 (0.082364) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1501/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000029) Content loss 0.084262 (0.082286) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1601/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.085286 (0.082129) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1701/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.080594 (0.082152) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1801/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000029) Content loss 0.086790 (0.082115) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][1901/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.076882 (0.082192) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][2001/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.074039 (0.082252) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][2101/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000029) Content loss 0.052100 (0.082377) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][2201/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000029) Content loss 0.074545 (0.082503) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [45][2301/2490] Time 0.216 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000029) Content loss 0.054256 (0.082353) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.999)
Epoch: [45][2401/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.079646 (0.082231) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.998)
Test: [1/5] Time 1.926 ( 1.926) PSNR 41.13 (41.13) SSIM 0.9808 (0.9808)
Test: [2/5] Time 1.877 ( 1.902) PSNR 48.82 (44.98) SSIM 0.9905 (0.9857)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.83 (46.26) SSIM 0.9906 (0.9873)
Test: [4/5] Time 1.244 ( 1.731) PSNR 43.38 (45.54) SSIM 0.9726 (0.9836)
Test: [5/5] Time 1.922 ( 1.769) PSNR 40.98 (44.63) SSIM 0.9787 (0.9827)
* Time 1.77 PSNR 44.63 SSIM 0.98
Epoch: [46][ 1/2490] Time 0.291 ( 0.291) Data 0.000 ( 0.000) Pixel loss 0.000065 (0.000065) Content loss 0.086486 (0.086486) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 1.000)
Epoch: [46][ 101/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000030) Content loss 0.056852 (0.082990) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.999)
Epoch: [46][ 201/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000030) Content loss 0.075515 (0.082866) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.981)
Epoch: [46][ 301/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000029) Content loss 0.070618 (0.081473) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.974)
Epoch: [46][ 401/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.081232 (0.081333) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.977)
Epoch: [46][ 501/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000028) Content loss 0.080056 (0.081693) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.975)
Epoch: [46][ 601/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000029) Content loss 0.081125 (0.081622) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.977)
Epoch: [46][ 701/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000029) Content loss 0.080617 (0.081651) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.990) D(SR) 0.000 ( 0.893)
Epoch: [46][ 801/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.084049 (0.081696) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.957) D(SR) 0.000 ( 0.794)
Epoch: [46][ 901/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000028) Content loss 0.079979 (0.081582) Adversarial loss 0.000000 (0.000000) D(HR) 0.053 ( 0.906) D(SR) 0.000 ( 0.707)
Epoch: [46][1001/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000028) Content loss 0.078514 (0.081658) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.873) D(SR) 0.000 ( 0.638)
Epoch: [46][1101/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000028) Content loss 0.091684 (0.081726) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.850) D(SR) 0.000 ( 0.584)
Epoch: [46][1201/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000029) Content loss 0.089327 (0.081828) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.836) D(SR) 0.000 ( 0.539)
Epoch: [46][1301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000028) Content loss 0.057612 (0.081664) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.826) D(SR) 0.000 ( 0.501)
Epoch: [46][1401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000069 (0.000028) Content loss 0.100708 (0.081680) Adversarial loss 0.000000 (0.000000) D(HR) 0.066 ( 0.815) D(SR) 0.000 ( 0.467)
Epoch: [46][1501/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.085443 (0.081702) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.807) D(SR) 0.000 ( 0.439)
Epoch: [46][1601/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000028) Content loss 0.064971 (0.081500) Adversarial loss 0.000000 (0.000000) D(HR) 0.967 ( 0.800) D(SR) 0.000 ( 0.412)
Epoch: [46][1701/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000028) Content loss 0.085436 (0.081423) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.796) D(SR) 0.000 ( 0.393)
Epoch: [46][1801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000028) Content loss 0.093068 (0.081360) Adversarial loss 0.000000 (0.000000) D(HR) 0.995 ( 0.797) D(SR) 0.000 ( 0.372)
Epoch: [46][1901/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000028) Content loss 0.094080 (0.081346) Adversarial loss 0.000000 (0.000000) D(HR) 0.870 ( 0.795) D(SR) 0.000 ( 0.355)
Epoch: [46][2001/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000028) Content loss 0.118183 (0.081507) Adversarial loss 0.000000 (0.000000) D(HR) 0.097 ( 0.793) D(SR) 0.000 ( 0.339)
Epoch: [46][2101/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000029) Content loss 0.081181 (0.081526) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.793) D(SR) 0.000 ( 0.323)
Epoch: [46][2201/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000029) Content loss 0.089659 (0.081582) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.793) D(SR) 0.000 ( 0.311)
Epoch: [46][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000028) Content loss 0.055681 (0.081627) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.787) D(SR) 0.000 ( 0.298)
Epoch: [46][2401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000029) Content loss 0.069889 (0.081695) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.785) D(SR) 0.000 ( 0.287)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.96 (46.96) SSIM 0.9813 (0.9813)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.66 (48.31) SSIM 0.9907 (0.9860)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.73 (48.78) SSIM 0.9908 (0.9876)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.35 (47.93) SSIM 0.9730 (0.9839)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.44 (47.63) SSIM 0.9792 (0.9830)
* Time 1.77 PSNR 47.63 SSIM 0.98
Epoch: [47][ 1/2490] Time 0.269 ( 0.269) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.083089 (0.083089) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [47][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000026) Content loss 0.074879 (0.080999) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.561) D(SR) 0.000 ( 0.000)
Epoch: [47][ 201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000025) Content loss 0.097234 (0.080664) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.638) D(SR) 0.000 ( 0.005)
Epoch: [47][ 301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000026) Content loss 0.078646 (0.081106) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.670) D(SR) 0.000 ( 0.006)
Epoch: [47][ 401/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000026) Content loss 0.043113 (0.081247) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.684) D(SR) 0.000 ( 0.005)
Epoch: [47][ 501/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000043 (0.000026) Content loss 0.105136 (0.081154) Adversarial loss 0.000000 (0.000000) D(HR) 0.973 ( 0.665) D(SR) 0.000 ( 0.008)
Epoch: [47][ 601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000026) Content loss 0.079335 (0.081245) Adversarial loss 0.000000 (0.000007) D(HR) 1.000 ( 0.693) D(SR) 1.000 ( 0.032)
Epoch: [47][ 701/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000026) Content loss 0.067517 (0.081258) Adversarial loss 0.000000 (0.000006) D(HR) 1.000 ( 0.737) D(SR) 0.000 ( 0.036)
Epoch: [47][ 801/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000026) Content loss 0.097098 (0.081222) Adversarial loss 0.000000 (0.000005) D(HR) 1.000 ( 0.770) D(SR) 0.000 ( 0.051)
Epoch: [47][ 901/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000027) Content loss 0.060808 (0.081498) Adversarial loss 0.000000 (0.000005) D(HR) 1.000 ( 0.796) D(SR) 1.000 ( 0.069)
Epoch: [47][1001/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000026) Content loss 0.065206 (0.081382) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.816) D(SR) 1.000 ( 0.094)
Epoch: [47][1101/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000049 (0.000027) Content loss 0.086462 (0.081586) Adversarial loss 0.000000 (0.000004) D(HR) 1.000 ( 0.833) D(SR) 1.000 ( 0.131)
Epoch: [47][1201/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000027) Content loss 0.072667 (0.081653) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.847) D(SR) 1.000 ( 0.163)
Epoch: [47][1301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000027) Content loss 0.082781 (0.081605) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.858) D(SR) 0.000 ( 0.194)
Epoch: [47][1401/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000027) Content loss 0.097027 (0.081404) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.868) D(SR) 0.000 ( 0.192)
Epoch: [47][1501/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000027) Content loss 0.081776 (0.081338) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.877) D(SR) 0.000 ( 0.183)
Epoch: [47][1601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000027) Content loss 0.090381 (0.081208) Adversarial loss 0.000000 (0.000003) D(HR) 1.000 ( 0.885) D(SR) 0.000 ( 0.176)
Epoch: [47][1701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000027) Content loss 0.076846 (0.081109) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.888) D(SR) 0.000 ( 0.167)
Epoch: [47][1801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000027) Content loss 0.050396 (0.081004) Adversarial loss 0.000000 (0.000002) D(HR) 0.999 ( 0.859) D(SR) 0.000 ( 0.158)
Epoch: [47][1901/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000027) Content loss 0.107918 (0.081010) Adversarial loss 0.000000 (0.000002) D(HR) 0.000 ( 0.832) D(SR) 0.000 ( 0.149)
Epoch: [47][2001/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000027) Content loss 0.085501 (0.080988) Adversarial loss 0.000000 (0.000002) D(HR) 0.000 ( 0.804) D(SR) 0.000 ( 0.142)
Epoch: [47][2101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000027) Content loss 0.075291 (0.080976) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.777) D(SR) 0.000 ( 0.135)
Epoch: [47][2201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000027) Content loss 0.090261 (0.080942) Adversarial loss 0.000000 (0.000002) D(HR) 1.000 ( 0.759) D(SR) 0.000 ( 0.129)
Epoch: [47][2301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000027) Content loss 0.106728 (0.080962) Adversarial loss 0.000000 (0.000002) D(HR) 0.000 ( 0.740) D(SR) 0.000 ( 0.123)
Epoch: [47][2401/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000027) Content loss 0.107318 (0.081015) Adversarial loss 0.000000 (0.000002) D(HR) 0.000 ( 0.724) D(SR) 0.000 ( 0.118)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.98 (46.98) SSIM 0.9817 (0.9817)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.39 (48.18) SSIM 0.9905 (0.9861)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.41 (48.59) SSIM 0.9905 (0.9876)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.21 (47.75) SSIM 0.9724 (0.9838)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.47 (47.49) SSIM 0.9796 (0.9829)
* Time 1.77 PSNR 47.49 SSIM 0.98
Epoch: [48][ 1/2490] Time 0.280 ( 0.280) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000024) Content loss 0.081889 (0.081889) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [48][ 101/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.077961 (0.082492) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.382) D(SR) 0.000 ( 0.000)
Epoch: [48][ 201/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000029) Content loss 0.042958 (0.081991) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.352) D(SR) 0.000 ( 0.000)
Epoch: [48][ 301/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000028) Content loss 0.056116 (0.081438) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.330) D(SR) 0.000 ( 0.000)
Epoch: [48][ 401/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.087413 (0.081296) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.330) D(SR) 0.000 ( 0.000)
Epoch: [48][ 501/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000047 (0.000027) Content loss 0.091689 (0.081253) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.329) D(SR) 0.000 ( 0.000)
Epoch: [48][ 601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000027) Content loss 0.103395 (0.081293) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.358) D(SR) 0.000 ( 0.000)
Epoch: [48][ 701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000027) Content loss 0.081574 (0.081014) Adversarial loss 0.000000 (0.000000) D(HR) 0.413 ( 0.374) D(SR) 0.000 ( 0.000)
Epoch: [48][ 801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000091 (0.000028) Content loss 0.088802 (0.081155) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.391) D(SR) 0.000 ( 0.000)
Epoch: [48][ 901/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000028) Content loss 0.103669 (0.081203) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.406) D(SR) 0.000 ( 0.000)
Epoch: [48][1001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000041 (0.000028) Content loss 0.078171 (0.081308) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.412) D(SR) 0.000 ( 0.000)
Epoch: [48][1101/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000028) Content loss 0.091502 (0.081189) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.416) D(SR) 0.000 ( 0.000)
Epoch: [48][1201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000028) Content loss 0.099379 (0.081114) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.421) D(SR) 0.000 ( 0.000)
Epoch: [48][1301/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.096037 (0.081159) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.439) D(SR) 0.000 ( 0.000)
Epoch: [48][1401/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000028) Content loss 0.056438 (0.081049) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.473) D(SR) 0.000 ( 0.000)
Epoch: [48][1501/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000027) Content loss 0.090290 (0.081036) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.500) D(SR) 0.000 ( 0.000)
Epoch: [48][1601/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000027) Content loss 0.082262 (0.081105) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.527) D(SR) 0.000 ( 0.000)
Epoch: [48][1701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000074 (0.000028) Content loss 0.083418 (0.081154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.548) D(SR) 0.000 ( 0.000)
Epoch: [48][1801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000028) Content loss 0.077192 (0.080968) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.568) D(SR) 0.000 ( 0.000)
Epoch: [48][1901/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000027) Content loss 0.093586 (0.080836) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.586) D(SR) 0.000 ( 0.000)
Epoch: [48][2001/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000027) Content loss 0.076342 (0.080797) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.601) D(SR) 0.000 ( 0.000)
Epoch: [48][2101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000027) Content loss 0.072710 (0.080710) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.615) D(SR) 0.000 ( 0.000)
Epoch: [48][2201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000027) Content loss 0.096438 (0.080636) Adversarial loss 0.000000 (0.000000) D(HR) 0.953 ( 0.628) D(SR) 0.000 ( 0.000)
Epoch: [48][2301/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000027) Content loss 0.081486 (0.080646) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [48][2401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000027) Content loss 0.081860 (0.080668) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.653) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.56 (46.56) SSIM 0.9824 (0.9824)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.45 (48.01) SSIM 0.9911 (0.9867)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.44 (48.48) SSIM 0.9911 (0.9882)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.11 (47.64) SSIM 0.9746 (0.9848)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.11 (47.33) SSIM 0.9805 (0.9839)
* Time 1.77 PSNR 47.33 SSIM 0.98
Epoch: [49][ 1/2490] Time 0.294 ( 0.294) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000027) Content loss 0.078130 (0.078130) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [49][ 101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000023) Content loss 0.062021 (0.076862) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.891) D(SR) 0.000 ( 0.000)
Epoch: [49][ 201/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000025) Content loss 0.072889 (0.078402) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.917) D(SR) 0.000 ( 0.000)
Epoch: [49][ 301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000027) Content loss 0.068972 (0.079579) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.909) D(SR) 0.000 ( 0.000)
Epoch: [49][ 401/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000027) Content loss 0.079086 (0.079350) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.907) D(SR) 0.000 ( 0.000)
Epoch: [49][ 501/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000027) Content loss 0.082973 (0.079480) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.910) D(SR) 0.000 ( 0.002)
Epoch: [49][ 601/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000027) Content loss 0.071168 (0.079367) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.902) D(SR) 0.000 ( 0.002)
Epoch: [49][ 701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000026) Content loss 0.089547 (0.079702) Adversarial loss 0.000000 (0.000000) D(HR) 0.001 ( 0.907) D(SR) 0.000 ( 0.001)
Epoch: [49][ 801/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000027) Content loss 0.051631 (0.079848) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.896) D(SR) 0.000 ( 0.001)
Epoch: [49][ 901/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000026) Content loss 0.078660 (0.080000) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.893) D(SR) 0.000 ( 0.001)
Epoch: [49][1001/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000026) Content loss 0.082995 (0.079880) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.894) D(SR) 0.000 ( 0.001)
Epoch: [49][1101/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000026) Content loss 0.091150 (0.079842) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.899) D(SR) 0.000 ( 0.001)
Epoch: [49][1201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000026) Content loss 0.057498 (0.079834) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.901) D(SR) 0.000 ( 0.001)
Epoch: [49][1301/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000026) Content loss 0.074642 (0.080109) Adversarial loss 0.000000 (0.000000) D(HR) 0.008 ( 0.897) D(SR) 0.000 ( 0.001)
Epoch: [49][1401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000026) Content loss 0.073421 (0.080198) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.894) D(SR) 0.000 ( 0.001)
Epoch: [49][1501/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000037 (0.000027) Content loss 0.073490 (0.080281) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.892) D(SR) 0.000 ( 0.001)
Epoch: [49][1601/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000026) Content loss 0.078552 (0.080224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.895) D(SR) 0.000 ( 0.003)
Epoch: [49][1701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000027) Content loss 0.072363 (0.080318) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.901) D(SR) 0.983 ( 0.009)
Epoch: [49][1801/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000027) Content loss 0.084727 (0.080414) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.907) D(SR) 0.000 ( 0.017)
Epoch: [49][1901/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000027) Content loss 0.095707 (0.080408) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.912) D(SR) 0.000 ( 0.023)
Epoch: [49][2001/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000027) Content loss 0.084606 (0.080352) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.916) D(SR) 0.000 ( 0.039)
Epoch: [49][2101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000027) Content loss 0.062043 (0.080248) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.920) D(SR) 1.000 ( 0.056)
Epoch: [49][2201/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000027) Content loss 0.079805 (0.080180) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.924) D(SR) 0.000 ( 0.072)
Epoch: [49][2301/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000027) Content loss 0.069048 (0.080311) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.927) D(SR) 0.000 ( 0.089)
Epoch: [49][2401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000027) Content loss 0.098100 (0.080188) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.930) D(SR) 0.018 ( 0.108)
Test: [1/5] Time 1.926 ( 1.926) PSNR 47.39 (47.39) SSIM 0.9829 (0.9829)
Test: [2/5] Time 1.877 ( 1.901) PSNR 50.00 (48.69) SSIM 0.9910 (0.9869)
Test: [3/5] Time 1.875 ( 1.893) PSNR 50.04 (49.14) SSIM 0.9911 (0.9883)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.64 (48.27) SSIM 0.9738 (0.9847)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.86 (47.98) SSIM 0.9810 (0.9840)
* Time 1.77 PSNR 47.98 SSIM 0.98
Epoch: [50][ 1/2490] Time 0.311 ( 0.311) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000017) Content loss 0.072430 (0.072430) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [50][ 101/2490] Time 0.209 ( 0.224) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000024) Content loss 0.056644 (0.079100) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.533)
Epoch: [50][ 201/2490] Time 0.210 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000050 (0.000027) Content loss 0.081909 (0.079963) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.486)
Epoch: [50][ 301/2490] Time 0.209 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000029) Content loss 0.087044 (0.079652) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.993) D(SR) 0.000 ( 0.484)
Epoch: [50][ 401/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000029) Content loss 0.086025 (0.080091) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.966) D(SR) 0.000 ( 0.368)
Epoch: [50][ 501/2490] Time 0.208 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000029) Content loss 0.093188 (0.080128) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.963) D(SR) 0.000 ( 0.295)
Epoch: [50][ 601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000029) Content loss 0.075956 (0.080129) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.890) D(SR) 0.000 ( 0.249)
Epoch: [50][ 701/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000029) Content loss 0.069415 (0.080297) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.765) D(SR) 0.000 ( 0.213)
Epoch: [50][ 801/2490] Time 0.213 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000029) Content loss 0.084878 (0.080461) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.673) D(SR) 0.000 ( 0.187)
Epoch: [50][ 901/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000028) Content loss 0.077628 (0.080590) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.617) D(SR) 0.000 ( 0.166)
Epoch: [50][1001/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000028) Content loss 0.082895 (0.080593) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.571) D(SR) 0.000 ( 0.149)
Epoch: [50][1101/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000028) Content loss 0.056877 (0.080469) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.537) D(SR) 0.000 ( 0.136)
Epoch: [50][1201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000028) Content loss 0.097094 (0.080458) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.502) D(SR) 0.000 ( 0.125)
Epoch: [50][1301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000028) Content loss 0.091422 (0.080273) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.470) D(SR) 0.000 ( 0.115)
Epoch: [50][1401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000046 (0.000028) Content loss 0.079694 (0.080110) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.442) D(SR) 0.000 ( 0.107)
Epoch: [50][1501/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000033 (0.000028) Content loss 0.097732 (0.080122) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.421) D(SR) 0.000 ( 0.100)
Epoch: [50][1601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.101612 (0.080105) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.401) D(SR) 0.000 ( 0.093)
Epoch: [50][1701/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000027) Content loss 0.072143 (0.079993) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.385) D(SR) 0.000 ( 0.088)
Epoch: [50][1801/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000064 (0.000027) Content loss 0.076309 (0.079955) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.368) D(SR) 0.000 ( 0.083)
Epoch: [50][1901/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000028) Content loss 0.083735 (0.080022) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.356) D(SR) 0.000 ( 0.079)
Epoch: [50][2001/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000028) Content loss 0.080634 (0.080031) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.345) D(SR) 0.000 ( 0.075)
Epoch: [50][2101/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.075388 (0.080064) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.334) D(SR) 0.000 ( 0.071)
Epoch: [50][2201/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000028) Content loss 0.060326 (0.080017) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.324) D(SR) 0.000 ( 0.068)
Epoch: [50][2301/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000028) Content loss 0.104171 (0.079907) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.315) D(SR) 0.000 ( 0.065)
Epoch: [50][2401/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000027) Content loss 0.075349 (0.079773) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.306) D(SR) 0.000 ( 0.062)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.56 (46.56) SSIM 0.9809 (0.9809)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.60 (48.08) SSIM 0.9901 (0.9855)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.63 (48.60) SSIM 0.9902 (0.9871)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.68 (47.87) SSIM 0.9741 (0.9838)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.10 (47.51) SSIM 0.9791 (0.9829)
* Time 1.77 PSNR 47.51 SSIM 0.98
Epoch: [51][ 1/2490] Time 0.305 ( 0.305) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000028) Content loss 0.101512 (0.101512) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [51][ 101/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000026) Content loss 0.101945 (0.079932) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.082) D(SR) 0.000 ( 0.000)
Epoch: [51][ 201/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000029) Content loss 0.066903 (0.081038) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.093) D(SR) 0.000 ( 0.000)
Epoch: [51][ 301/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000027) Content loss 0.114208 (0.080445) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.102) D(SR) 0.000 ( 0.000)
Epoch: [51][ 401/2490] Time 0.221 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000027) Content loss 0.080947 (0.080312) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.103) D(SR) 0.000 ( 0.000)
Epoch: [51][ 501/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000027) Content loss 0.068613 (0.080105) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.109) D(SR) 0.000 ( 0.000)
Epoch: [51][ 601/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000027) Content loss 0.090433 (0.080249) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.109) D(SR) 0.000 ( 0.000)
Epoch: [51][ 701/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000036 (0.000027) Content loss 0.091616 (0.080435) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.111) D(SR) 0.000 ( 0.000)
Epoch: [51][ 801/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000027) Content loss 0.083335 (0.080230) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.110) D(SR) 0.000 ( 0.000)
Epoch: [51][ 901/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000027) Content loss 0.092690 (0.080303) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.111) D(SR) 0.000 ( 0.000)
Epoch: [51][1001/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000027) Content loss 0.075904 (0.080177) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.112) D(SR) 0.000 ( 0.000)
Epoch: [51][1101/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000057 (0.000027) Content loss 0.076561 (0.079786) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.117) D(SR) 0.000 ( 0.001)
Epoch: [51][1201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000027) Content loss 0.090878 (0.079757) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.118) D(SR) 0.000 ( 0.001)
Epoch: [51][1301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000027) Content loss 0.070057 (0.079690) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.118) D(SR) 0.000 ( 0.001)
Epoch: [51][1401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000027) Content loss 0.089711 (0.079653) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.117) D(SR) 0.000 ( 0.001)
Epoch: [51][1501/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000027) Content loss 0.066521 (0.079618) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.120) D(SR) 0.000 ( 0.001)
Epoch: [51][1601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000027) Content loss 0.089501 (0.079695) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.120) D(SR) 0.000 ( 0.000)
Epoch: [51][1701/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000027) Content loss 0.082208 (0.079703) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.121) D(SR) 0.000 ( 0.000)
Epoch: [51][1801/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000027) Content loss 0.083277 (0.079603) Adversarial loss 0.000000 (0.000000) D(HR) 0.865 ( 0.119) D(SR) 0.000 ( 0.000)
Epoch: [51][1901/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000027) Content loss 0.112101 (0.079611) Adversarial loss 0.000000 (0.000000) D(HR) 0.354 ( 0.120) D(SR) 0.000 ( 0.000)
Epoch: [51][2001/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000028) Content loss 0.077058 (0.079645) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.122) D(SR) 0.000 ( 0.000)
Epoch: [51][2101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000028) Content loss 0.076648 (0.079625) Adversarial loss 0.000000 (0.000000) D(HR) 0.992 ( 0.123) D(SR) 0.000 ( 0.000)
Epoch: [51][2201/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000028) Content loss 0.106570 (0.079652) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.121) D(SR) 0.000 ( 0.000)
Epoch: [51][2301/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000028) Content loss 0.087297 (0.079507) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.124) D(SR) 0.000 ( 0.000)
Epoch: [51][2401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000027) Content loss 0.079778 (0.079518) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.127) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 41.32 (41.32) SSIM 0.9817 (0.9817)
Test: [2/5] Time 1.877 ( 1.901) PSNR 48.94 (45.13) SSIM 0.9903 (0.9860)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.93 (46.40) SSIM 0.9904 (0.9875)
Test: [4/5] Time 1.244 ( 1.731) PSNR 43.42 (45.65) SSIM 0.9740 (0.9841)
Test: [5/5] Time 1.922 ( 1.769) PSNR 41.18 (44.76) SSIM 0.9797 (0.9832)
* Time 1.77 PSNR 44.76 SSIM 0.98
Epoch: [52][ 1/2490] Time 0.293 ( 0.293) Data 0.000 ( 0.000) Pixel loss 0.000060 (0.000060) Content loss 0.094699 (0.094699) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [52][ 101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.099345 (0.074324) Adversarial loss 0.000000 (0.000000) D(HR) 0.004 ( 0.122) D(SR) 0.000 ( 0.000)
Epoch: [52][ 201/2490] Time 0.221 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000021) Content loss 0.073788 (0.075207) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.125) D(SR) 0.000 ( 0.000)
Epoch: [52][ 301/2490] Time 0.222 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.074933 (0.074839) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.124) D(SR) 0.000 ( 0.000)
Epoch: [52][ 401/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000021) Content loss 0.078010 (0.074262) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.123) D(SR) 0.000 ( 0.000)
Epoch: [52][ 501/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.082705 (0.074105) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.122) D(SR) 0.000 ( 0.000)
Epoch: [52][ 601/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.061950 (0.074157) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.112) D(SR) 0.000 ( 0.000)
Epoch: [52][ 701/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000021) Content loss 0.054817 (0.074207) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.109) D(SR) 0.000 ( 0.000)
Epoch: [52][ 801/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.084552 (0.074267) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.107) D(SR) 0.000 ( 0.000)
Epoch: [52][ 901/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000022) Content loss 0.096078 (0.074481) Adversarial loss 0.000000 (0.000000) D(HR) 0.356 ( 0.109) D(SR) 0.000 ( 0.000)
Epoch: [52][1001/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.060972 (0.074346) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.115) D(SR) 0.000 ( 0.000)
Epoch: [52][1101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000022) Content loss 0.067596 (0.074506) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.119) D(SR) 0.000 ( 0.000)
Epoch: [52][1201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000022) Content loss 0.095604 (0.074700) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.119) D(SR) 0.000 ( 0.000)
Epoch: [52][1301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.049604 (0.074658) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.121) D(SR) 0.000 ( 0.000)
Epoch: [52][1401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.064135 (0.074573) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.121) D(SR) 0.000 ( 0.000)
Epoch: [52][1501/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000061 (0.000022) Content loss 0.093534 (0.074672) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.122) D(SR) 0.000 ( 0.000)
Epoch: [52][1601/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.071854 (0.074687) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.120) D(SR) 0.000 ( 0.000)
Epoch: [52][1701/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.066661 (0.074685) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.120) D(SR) 0.000 ( 0.000)
Epoch: [52][1801/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.088060 (0.074830) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.120) D(SR) 0.000 ( 0.000)
Epoch: [52][1901/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000022) Content loss 0.083632 (0.074883) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.119) D(SR) 0.000 ( 0.000)
Epoch: [52][2001/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000022) Content loss 0.095230 (0.074809) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.118) D(SR) 0.000 ( 0.000)
Epoch: [52][2101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.054398 (0.074809) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.120) D(SR) 0.000 ( 0.000)
Epoch: [52][2201/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.102867 (0.074758) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.121) D(SR) 0.000 ( 0.000)
Epoch: [52][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.064829 (0.074694) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.123) D(SR) 0.000 ( 0.000)
Epoch: [52][2401/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000022) Content loss 0.074267 (0.074701) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.126) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.925 ( 1.925) PSNR 45.73 (45.73) SSIM 0.9798 (0.9798)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.80 (47.77) SSIM 0.9903 (0.9850)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.82 (48.45) SSIM 0.9903 (0.9868)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.24 (47.65) SSIM 0.9719 (0.9831)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.29 (47.18) SSIM 0.9778 (0.9820)
* Time 1.77 PSNR 47.18 SSIM 0.98
Epoch: [53][ 1/2490] Time 0.267 ( 0.267) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000025) Content loss 0.063150 (0.063150) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.000) D(SR) 0.000 ( 0.000)
Epoch: [53][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000035 (0.000024) Content loss 0.071934 (0.073914) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.109) D(SR) 0.000 ( 0.000)
Epoch: [53][ 201/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000024) Content loss 0.059867 (0.074293) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.099) D(SR) 0.000 ( 0.000)
Epoch: [53][ 301/2490] Time 0.212 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000023) Content loss 0.092026 (0.074718) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.097) D(SR) 0.000 ( 0.000)
Epoch: [53][ 401/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000010 (0.000022) Content loss 0.046265 (0.074331) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.108) D(SR) 0.000 ( 0.000)
Epoch: [53][ 501/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.082540 (0.074893) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.113) D(SR) 0.000 ( 0.000)
Epoch: [53][ 601/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000022) Content loss 0.050578 (0.074869) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.127) D(SR) 0.000 ( 0.000)
Epoch: [53][ 701/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000022) Content loss 0.046920 (0.074736) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.126) D(SR) 0.000 ( 0.000)
Epoch: [53][ 801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.088825 (0.074774) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.129) D(SR) 0.000 ( 0.000)
Epoch: [53][ 901/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000022) Content loss 0.066899 (0.074591) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.130) D(SR) 0.000 ( 0.000)
Epoch: [53][1001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.082530 (0.074638) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.131) D(SR) 0.000 ( 0.000)
Epoch: [53][1101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000022) Content loss 0.049746 (0.074498) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.127) D(SR) 0.000 ( 0.000)
Epoch: [53][1201/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.076889 (0.074683) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.130) D(SR) 0.000 ( 0.000)
Epoch: [53][1301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.079406 (0.074745) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.128) D(SR) 0.000 ( 0.000)
Epoch: [53][1401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.105842 (0.074720) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.128) D(SR) 0.000 ( 0.000)
Epoch: [53][1501/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.097292 (0.074693) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.128) D(SR) 0.000 ( 0.000)
Epoch: [53][1601/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000022) Content loss 0.054525 (0.074628) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.128) D(SR) 0.000 ( 0.000)
Epoch: [53][1701/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.089390 (0.074608) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.147) D(SR) 0.000 ( 0.001)
Epoch: [53][1801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.072511 (0.074405) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.194) D(SR) 0.000 ( 0.004)
Epoch: [53][1901/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.078379 (0.074482) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.237) D(SR) 0.000 ( 0.005)
Epoch: [53][2001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.074137 (0.074582) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.275) D(SR) 0.000 ( 0.006)
Epoch: [53][2101/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000023) Content loss 0.081641 (0.074688) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.309) D(SR) 0.000 ( 0.006)
Epoch: [53][2201/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.076864 (0.074565) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.340) D(SR) 0.000 ( 0.008)
Epoch: [53][2301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.085887 (0.074484) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.369) D(SR) 0.000 ( 0.009)
Epoch: [53][2401/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000022) Content loss 0.089921 (0.074524) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.395) D(SR) 0.000 ( 0.009)
Test: [1/5] Time 1.925 ( 1.925) PSNR 45.92 (45.92) SSIM 0.9785 (0.9785)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.26 (47.59) SSIM 0.9892 (0.9838)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.31 (48.16) SSIM 0.9893 (0.9857)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.11 (47.40) SSIM 0.9704 (0.9819)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.41 (47.00) SSIM 0.9761 (0.9807)
* Time 1.77 PSNR 47.00 SSIM 0.98
Epoch: [54][ 1/2490] Time 0.286 ( 0.286) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000015) Content loss 0.056018 (0.056018) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [54][ 101/2490] Time 0.219 ( 0.238) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000020) Content loss 0.100121 (0.075308) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.010)
Epoch: [54][ 201/2490] Time 0.210 ( 0.225) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.068075 (0.074946) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.015)
Epoch: [54][ 301/2490] Time 0.216 ( 0.221) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.080868 (0.074697) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.021)
Epoch: [54][ 401/2490] Time 0.218 ( 0.220) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000021) Content loss 0.076054 (0.074509) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.022)
Epoch: [54][ 501/2490] Time 0.218 ( 0.219) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.051656 (0.074387) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.022)
Epoch: [54][ 601/2490] Time 0.210 ( 0.218) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.085334 (0.074310) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.024)
Epoch: [54][ 701/2490] Time 0.216 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000021) Content loss 0.084934 (0.074391) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.023)
Epoch: [54][ 801/2490] Time 0.220 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.072179 (0.074424) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.023)
Epoch: [54][ 901/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.067714 (0.074328) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.025)
Epoch: [54][1001/2490] Time 0.210 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.064045 (0.074052) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.028)
Epoch: [54][1101/2490] Time 0.268 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.091584 (0.074227) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.028)
Epoch: [54][1201/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.051342 (0.074300) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.029)
Epoch: [54][1301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000021) Content loss 0.083781 (0.074389) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.031)
Epoch: [54][1401/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000040 (0.000021) Content loss 0.068483 (0.074391) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.032)
Epoch: [54][1501/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000022) Content loss 0.094713 (0.074421) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.030)
Epoch: [54][1601/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000022) Content loss 0.055389 (0.074352) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.030)
Epoch: [54][1701/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000022) Content loss 0.074569 (0.074292) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.031)
Epoch: [54][1801/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.072640 (0.074316) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.031)
Epoch: [54][1901/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.063723 (0.074193) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.033)
Epoch: [54][2001/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000058 (0.000021) Content loss 0.057129 (0.074133) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.033)
Epoch: [54][2101/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000022) Content loss 0.072638 (0.074097) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.035)
Epoch: [54][2201/2490] Time 0.235 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.065883 (0.074015) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.035)
Epoch: [54][2301/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.073343 (0.073987) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.036)
Epoch: [54][2401/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000022) Content loss 0.092721 (0.073984) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.035)
Test: [1/5] Time 1.925 ( 1.925) PSNR 46.54 (46.54) SSIM 0.9809 (0.9809)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.31 (47.93) SSIM 0.9905 (0.9857)
Test: [3/5] Time 1.875 ( 1.892) PSNR 49.36 (48.41) SSIM 0.9906 (0.9873)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.30 (47.63) SSIM 0.9731 (0.9838)
Test: [5/5] Time 1.921 ( 1.768) PSNR 46.08 (47.32) SSIM 0.9789 (0.9828)
* Time 1.77 PSNR 47.32 SSIM 0.98
Epoch: [55][ 1/2490] Time 0.304 ( 0.304) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000018) Content loss 0.059455 (0.059455) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [55][ 101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000020) Content loss 0.076170 (0.071697) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.062)
Epoch: [55][ 201/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000020) Content loss 0.072418 (0.072546) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.041)
Epoch: [55][ 301/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000021) Content loss 0.043754 (0.073726) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.031)
Epoch: [55][ 401/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.076641 (0.073794) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.001 ( 0.042)
Epoch: [55][ 501/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000021) Content loss 0.088100 (0.074014) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 1.000 ( 0.044)
Epoch: [55][ 601/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.070655 (0.073692) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.045)
Epoch: [55][ 701/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000022) Content loss 0.074534 (0.073496) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.047)
Epoch: [55][ 801/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.093905 (0.073372) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.043)
Epoch: [55][ 901/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000021) Content loss 0.089594 (0.073396) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.041)
Epoch: [55][1001/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.058630 (0.073293) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.038)
Epoch: [55][1101/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000022) Content loss 0.097865 (0.073481) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.039)
Epoch: [55][1201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000028 (0.000022) Content loss 0.082176 (0.073548) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.039)
Epoch: [55][1301/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.086749 (0.073583) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.039)
Epoch: [55][1401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000022) Content loss 0.079955 (0.073581) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.040)
Epoch: [55][1501/2490] Time 0.214 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.074351 (0.073607) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.038)
Epoch: [55][1601/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.082366 (0.073734) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 1.000 ( 0.041)
Epoch: [55][1701/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000022) Content loss 0.092964 (0.073732) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.041)
Epoch: [55][1801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000022) Content loss 0.065346 (0.073719) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.040)
Epoch: [55][1901/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000022) Content loss 0.059884 (0.073878) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.038)
Epoch: [55][2001/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000029 (0.000022) Content loss 0.090713 (0.073971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.038)
Epoch: [55][2101/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000022) Content loss 0.096208 (0.074034) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.040)
Epoch: [55][2201/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000022) Content loss 0.050816 (0.073994) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.038)
Epoch: [55][2301/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000022) Content loss 0.054300 (0.074009) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.041)
Epoch: [55][2401/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.091413 (0.073980) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.041)
Test: [1/5] Time 1.926 ( 1.926) PSNR 46.60 (46.60) SSIM 0.9794 (0.9794)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.47 (48.03) SSIM 0.9895 (0.9844)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.50 (48.52) SSIM 0.9896 (0.9861)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.16 (47.68) SSIM 0.9707 (0.9823)
Test: [5/5] Time 1.921 ( 1.768) PSNR 46.05 (47.36) SSIM 0.9770 (0.9812)
* Time 1.77 PSNR 47.36 SSIM 0.98
Epoch: [56][ 1/2490] Time 0.289 ( 0.289) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000016) Content loss 0.056498 (0.056498) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [56][ 101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.061010 (0.075946) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.999) D(SR) 0.000 ( 0.048)
Epoch: [56][ 201/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.072808 (0.074609) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.031)
Epoch: [56][ 301/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.081292 (0.074362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.027)
Epoch: [56][ 401/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.083185 (0.074353) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.996) D(SR) 0.000 ( 0.027)
Epoch: [56][ 501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.057626 (0.073960) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.023)
Epoch: [56][ 601/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.074205 (0.074026) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.023)
Epoch: [56][ 701/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.096434 (0.073816) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.023)
Epoch: [56][ 801/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000042 (0.000021) Content loss 0.077282 (0.073663) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.025)
Epoch: [56][ 901/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.077783 (0.073661) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.023)
Epoch: [56][1001/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.092007 (0.073582) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.026)
Epoch: [56][1101/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.079701 (0.073502) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.029)
Epoch: [56][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.076852 (0.073351) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.029)
Epoch: [56][1301/2490] Time 0.249 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.060714 (0.073362) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.032)
Epoch: [56][1401/2490] Time 0.211 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000021) Content loss 0.072767 (0.073112) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.997) D(SR) 0.000 ( 0.035)
Epoch: [56][1501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.054638 (0.073187) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.043)
Epoch: [56][1601/2490] Time 0.240 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.059334 (0.073153) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.998) D(SR) 0.000 ( 0.045)
Epoch: [56][1701/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000021) Content loss 0.082731 (0.073309) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.989) D(SR) 0.000 ( 0.044)
Epoch: [56][1801/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.099929 (0.073314) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.964) D(SR) 0.000 ( 0.042)
Epoch: [56][1901/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.070403 (0.073296) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.946) D(SR) 0.000 ( 0.039)
Epoch: [56][2001/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000021) Content loss 0.077725 (0.073286) Adversarial loss 0.000000 (0.000000) D(HR) 0.897 ( 0.927) D(SR) 0.000 ( 0.037)
Epoch: [56][2101/2490] Time 0.219 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.069677 (0.073242) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.912) D(SR) 0.000 ( 0.036)
Epoch: [56][2201/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000039 (0.000022) Content loss 0.069952 (0.073357) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.899) D(SR) 0.000 ( 0.034)
Epoch: [56][2301/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.048665 (0.073380) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.889) D(SR) 0.000 ( 0.033)
Epoch: [56][2401/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.070623 (0.073282) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.875) D(SR) 0.000 ( 0.031)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.69 (45.69) SSIM 0.9807 (0.9807)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.58 (47.64) SSIM 0.9901 (0.9854)
Test: [3/5] Time 1.876 ( 1.893) PSNR 49.61 (48.30) SSIM 0.9902 (0.9870)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.53 (47.61) SSIM 0.9738 (0.9837)
Test: [5/5] Time 1.921 ( 1.769) PSNR 45.28 (47.14) SSIM 0.9788 (0.9827)
* Time 1.77 PSNR 47.14 SSIM 0.98
Epoch: [57][ 1/2490] Time 0.288 ( 0.288) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000024) Content loss 0.080819 (0.080819) Adversarial loss 0.000000 (0.000000) D(HR) 0.354 ( 0.354) D(SR) 0.000 ( 0.000)
Epoch: [57][ 101/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000030 (0.000021) Content loss 0.077965 (0.073525) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.603) D(SR) 0.000 ( 0.000)
Epoch: [57][ 201/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.063113 (0.074066) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.636) D(SR) 0.000 ( 0.000)
Epoch: [57][ 301/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000022) Content loss 0.084695 (0.074185) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.628) D(SR) 0.000 ( 0.000)
Epoch: [57][ 401/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.072932 (0.073899) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.638) D(SR) 0.000 ( 0.000)
Epoch: [57][ 501/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.087911 (0.073683) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.629) D(SR) 0.000 ( 0.000)
Epoch: [57][ 601/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.081415 (0.073606) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.633) D(SR) 0.000 ( 0.000)
Epoch: [57][ 701/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000045 (0.000022) Content loss 0.079562 (0.073433) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [57][ 801/2490] Time 0.218 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.080622 (0.073116) Adversarial loss 0.000000 (0.000000) D(HR) 0.811 ( 0.635) D(SR) 0.000 ( 0.000)
Epoch: [57][ 901/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000023) Content loss 0.080103 (0.073616) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.639) D(SR) 0.000 ( 0.000)
Epoch: [57][1001/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000022) Content loss 0.057897 (0.073485) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.650) D(SR) 0.000 ( 0.000)
Epoch: [57][1101/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000022) Content loss 0.056459 (0.073588) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.647) D(SR) 0.000 ( 0.000)
Epoch: [57][1201/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000022) Content loss 0.069019 (0.073541) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.649) D(SR) 0.000 ( 0.000)
Epoch: [57][1301/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.097646 (0.073506) Adversarial loss 0.000000 (0.000000) D(HR) 0.993 ( 0.649) D(SR) 0.000 ( 0.000)
Epoch: [57][1401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000022) Content loss 0.060947 (0.073335) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.646) D(SR) 0.000 ( 0.000)
Epoch: [57][1501/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.078053 (0.073215) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.644) D(SR) 0.000 ( 0.000)
Epoch: [57][1601/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.065931 (0.073360) Adversarial loss 0.000000 (0.000000) D(HR) 0.988 ( 0.643) D(SR) 0.000 ( 0.000)
Epoch: [57][1701/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000013 (0.000022) Content loss 0.052047 (0.073400) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.644) D(SR) 0.000 ( 0.000)
Epoch: [57][1801/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000038 (0.000021) Content loss 0.075677 (0.073220) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [57][1901/2490] Time 0.220 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000022) Content loss 0.070538 (0.073281) Adversarial loss 0.000000 (0.000000) D(HR) 0.025 ( 0.640) D(SR) 0.000 ( 0.000)
Epoch: [57][2001/2490] Time 0.215 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000022) Content loss 0.075545 (0.073289) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.639) D(SR) 0.000 ( 0.000)
Epoch: [57][2101/2490] Time 0.213 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000022) Content loss 0.084919 (0.073275) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [57][2201/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000022) Content loss 0.055718 (0.073224) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.640) D(SR) 0.000 ( 0.000)
Epoch: [57][2301/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000022) Content loss 0.054869 (0.073282) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [57][2401/2490] Time 0.216 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000021) Content loss 0.060023 (0.073296) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.637) D(SR) 0.000 ( 0.000)
Test: [1/5] Time 1.926 ( 1.926) PSNR 45.71 (45.71) SSIM 0.9787 (0.9787)
Test: [2/5] Time 1.877 ( 1.901) PSNR 48.66 (47.19) SSIM 0.9893 (0.9840)
Test: [3/5] Time 1.875 ( 1.893) PSNR 48.70 (47.69) SSIM 0.9894 (0.9858)
Test: [4/5] Time 1.244 ( 1.731) PSNR 44.71 (46.95) SSIM 0.9703 (0.9819)
Test: [5/5] Time 1.922 ( 1.769) PSNR 45.26 (46.61) SSIM 0.9764 (0.9808)
* Time 1.77 PSNR 46.61 SSIM 0.98
Epoch: [58][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000023) Content loss 0.070989 (0.070989) Adversarial loss 0.000000 (0.000000) D(HR) 0.461 ( 0.461) D(SR) 0.000 ( 0.000)
Epoch: [58][ 101/2490] Time 0.211 ( 0.217) Data 0.000 ( 0.000) Pixel loss 0.000027 (0.000021) Content loss 0.092890 (0.072375) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.580) D(SR) 0.000 ( 0.000)
Epoch: [58][ 201/2490] Time 0.211 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000022) Content loss 0.071823 (0.073431) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.641) D(SR) 0.000 ( 0.000)
Epoch: [58][ 301/2490] Time 0.209 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.072693 (0.073297) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.653) D(SR) 0.000 ( 0.000)
Epoch: [58][ 401/2490] Time 0.218 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.057252 (0.072472) Adversarial loss 0.000000 (0.000000) D(HR) 0.619 ( 0.661) D(SR) 0.000 ( 0.000)
Epoch: [58][ 501/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000021) Content loss 0.044465 (0.073013) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.677) D(SR) 1.000 ( 0.020)
Epoch: [58][ 601/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000021) Content loss 0.078738 (0.072559) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.731) D(SR) 0.984 ( 0.180)
Epoch: [58][ 701/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.052259 (0.072668) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.769) D(SR) 1.000 ( 0.296)
Epoch: [58][ 801/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.089075 (0.072883) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.798) D(SR) 1.000 ( 0.381)
Epoch: [58][ 901/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.073186 (0.073082) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.820) D(SR) 1.000 ( 0.380)
Epoch: [58][1001/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.081130 (0.072971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.838) D(SR) 0.000 ( 0.356)
Epoch: [58][1101/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000044 (0.000021) Content loss 0.088632 (0.072971) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.853) D(SR) 0.000 ( 0.327)
Epoch: [58][1201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.093997 (0.073112) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.865) D(SR) 0.000 ( 0.322)
Epoch: [58][1301/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.072210 (0.073092) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.876) D(SR) 0.000 ( 0.304)
Epoch: [58][1401/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000032 (0.000021) Content loss 0.066318 (0.073082) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.884) D(SR) 1.000 ( 0.291)
Epoch: [58][1501/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000022) Content loss 0.091959 (0.073280) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.892) D(SR) 0.999 ( 0.281)
Epoch: [58][1601/2490] Time 0.209 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.098384 (0.073355) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.899) D(SR) 0.000 ( 0.272)
Epoch: [58][1701/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000022) Content loss 0.073695 (0.073204) Adversarial loss 0.000000 (0.000000) D(HR) 0.998 ( 0.901) D(SR) 0.000 ( 0.261)
Epoch: [58][1801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.057768 (0.073185) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.894) D(SR) 0.008 ( 0.248)
Epoch: [58][1901/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.071840 (0.073262) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.891) D(SR) 0.000 ( 0.235)
Epoch: [58][2001/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.085949 (0.073185) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.888) D(SR) 0.000 ( 0.226)
Epoch: [58][2101/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000013 (0.000021) Content loss 0.049374 (0.073018) Adversarial loss 0.000000 (0.000000) D(HR) 0.000 ( 0.886) D(SR) 0.000 ( 0.217)
Epoch: [58][2201/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.075825 (0.072925) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.887) D(SR) 0.025 ( 0.210)
Epoch: [58][2301/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000021) Content loss 0.092383 (0.072869) Adversarial loss 0.000000 (0.000000) D(HR) 0.616 ( 0.883) D(SR) 0.000 ( 0.204)
Epoch: [58][2401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000031 (0.000021) Content loss 0.061355 (0.072801) Adversarial loss 0.000000 (0.000000) D(HR) 0.999 ( 0.882) D(SR) 0.000 ( 0.197)
Test: [1/5] Time 1.925 ( 1.925) PSNR 46.82 (46.82) SSIM 0.9804 (0.9804)
Test: [2/5] Time 1.877 ( 1.901) PSNR 49.74 (48.28) SSIM 0.9901 (0.9853)
Test: [3/5] Time 1.875 ( 1.892) PSNR 49.75 (48.77) SSIM 0.9902 (0.9869)
Test: [4/5] Time 1.244 ( 1.730) PSNR 45.37 (47.92) SSIM 0.9721 (0.9832)
Test: [5/5] Time 1.921 ( 1.769) PSNR 46.32 (47.60) SSIM 0.9784 (0.9822)
* Time 1.77 PSNR 47.60 SSIM 0.98
Epoch: [59][ 1/2490] Time 0.283 ( 0.283) Data 0.000 ( 0.000) Pixel loss 0.000014 (0.000014) Content loss 0.059390 (0.059390) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
Epoch: [59][ 101/2490] Time 0.215 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000022) Content loss 0.072793 (0.071609) Adversarial loss 0.000000 (0.000000) D(HR) 0.299 ( 0.752) D(SR) 0.000 ( 0.040)
Epoch: [59][ 201/2490] Time 0.216 ( 0.216) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.072249 (0.071652) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.769) D(SR) 0.002 ( 0.030)
Epoch: [59][ 301/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000021) Content loss 0.052245 (0.072039) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.783) D(SR) 0.000 ( 0.041)
Epoch: [59][ 401/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.069903 (0.071784) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.795) D(SR) 0.000 ( 0.049)
Epoch: [59][ 501/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.094132 (0.071638) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.816) D(SR) 0.000 ( 0.050)
Epoch: [59][ 601/2490] Time 0.261 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.072598 (0.071967) Adversarial loss 0.000000 (0.000000) D(HR) 0.955 ( 0.819) D(SR) 0.000 ( 0.051)
Epoch: [59][ 701/2490] Time 0.216 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000021) Content loss 0.053939 (0.072125) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.820) D(SR) 0.000 ( 0.051)
Epoch: [59][ 801/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000022 (0.000021) Content loss 0.092398 (0.072154) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.827) D(SR) 0.000 ( 0.063)
Epoch: [59][ 901/2490] Time 0.220 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000021) Content loss 0.090590 (0.072047) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.835) D(SR) 0.000 ( 0.068)
Epoch: [59][1001/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.084779 (0.072226) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.848) D(SR) 0.995 ( 0.084)
Epoch: [59][1101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.058315 (0.072419) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.852) D(SR) 0.002 ( 0.086)
Epoch: [59][1201/2490] Time 0.211 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.047395 (0.072499) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.858) D(SR) 0.000 ( 0.083)
Epoch: [59][1301/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000013 (0.000021) Content loss 0.046736 (0.072241) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.861) D(SR) 0.000 ( 0.081)
Epoch: [59][1401/2490] Time 0.215 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000021) Content loss 0.056120 (0.072201) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.867) D(SR) 0.000 ( 0.085)
Epoch: [59][1501/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000021) Content loss 0.067536 (0.072226) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.870) D(SR) 0.987 ( 0.085)
Epoch: [59][1601/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.079365 (0.072329) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.875) D(SR) 0.000 ( 0.083)
Epoch: [59][1701/2490] Time 0.217 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.080515 (0.072157) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.875) D(SR) 0.000 ( 0.084)
Epoch: [59][1801/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000021 (0.000021) Content loss 0.081004 (0.072203) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.877) D(SR) 0.000 ( 0.087)
Epoch: [59][1901/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000015 (0.000021) Content loss 0.055143 (0.072240) Adversarial loss 0.000000 (0.000000) D(HR) 0.427 ( 0.881) D(SR) 0.000 ( 0.091)
Epoch: [59][2001/2490] Time 0.219 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.071037 (0.072252) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.884) D(SR) 0.000 ( 0.095)
Epoch: [59][2101/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000021) Content loss 0.076314 (0.072228) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.888) D(SR) 0.000 ( 0.096)
Epoch: [59][2201/2490] Time 0.210 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.063440 (0.072246) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.889) D(SR) 0.000 ( 0.098)
Epoch: [59][2301/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000021) Content loss 0.094062 (0.072328) Adversarial loss 0.000000 (0.000000) D(HR) 0.971 ( 0.890) D(SR) 0.000 ( 0.099)
Epoch: [59][2401/2490] Time 0.214 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000021) Content loss 0.065956 (0.072343) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.890) D(SR) 0.000 ( 0.102)
Test: [1/5] Time 1.927 ( 1.927) PSNR 46.85 (46.85) SSIM 0.9805 (0.9805)
Test: [2/5] Time 1.877 ( 1.902) PSNR 49.60 (48.23) SSIM 0.9896 (0.9851)
Test: [3/5] Time 1.875 ( 1.893) PSNR 49.66 (48.70) SSIM 0.9898 (0.9867)
Test: [4/5] Time 1.244 ( 1.731) PSNR 45.36 (47.87) SSIM 0.9720 (0.9830)
Test: [5/5] Time 1.922 ( 1.769) PSNR 46.34 (47.56) SSIM 0.9784 (0.9821)
* Time 1.77 PSNR 47.56 SSIM 0.98
Epoch: [60][ 1/2490] Time 0.343 ( 0.343) Data 0.000 ( 0.000) Pixel loss 0.000025 (0.000025) Content loss 0.072725 (0.072725) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.000 ( 0.000)
* Time 1.77 PSNR 47.37 SSIM 0.98
Epoch: [90][ 1/2490] Time 0.287 ( 0.287) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000016) Content loss 0.057158 (0.057158) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 1.000) D(SR) 0.520 ( 0.520)
Epoch: [90][ 101/2490] Time 0.218 ( 0.215) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000019) Content loss 0.073008 (0.064913) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.775) D(SR) 0.000 ( 0.082)
Epoch: [90][ 201/2490] Time 0.209 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000020) Content loss 0.048494 (0.066174) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.805) D(SR) 0.000 ( 0.082)
Epoch: [90][ 301/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000020) Content loss 0.069781 (0.066559) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.818) D(SR) 0.000 ( 0.063)
Epoch: [90][ 401/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000020) Content loss 0.074927 (0.067274) Adversarial loss 0.000000 (0.000000) D(HR) 0.080 ( 0.808) D(SR) 0.000 ( 0.054)
Epoch: [90][ 501/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000020) Content loss 0.057317 (0.067400) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.799) D(SR) 0.000 ( 0.064)
Epoch: [90][ 601/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000023 (0.000020) Content loss 0.071311 (0.067349) Adversarial loss 0.000000 (0.000000) D(HR) 0.016 ( 0.805) D(SR) 0.000 ( 0.064)
Epoch: [90][ 701/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000019) Content loss 0.069855 (0.067543) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.802) D(SR) 0.878 ( 0.059)
Epoch: [90][ 801/2490] Time 0.217 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000020) Content loss 0.061467 (0.067702) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.807) D(SR) 0.000 ( 0.060)
Epoch: [90][ 901/2490] Time 0.217 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000020) Content loss 0.050320 (0.067410) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.806) D(SR) 0.000 ( 0.060)
Epoch: [90][1001/2490] Time 0.209 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000020) Content loss 0.066149 (0.067606) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.801) D(SR) 0.000 ( 0.061)
Epoch: [90][1101/2490] Time 0.219 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000020) Content loss 0.078777 (0.067581) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.796) D(SR) 0.013 ( 0.063)
Epoch: [90][1201/2490] Time 0.210 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000020) Content loss 0.067686 (0.067679) Adversarial loss 0.000000 (0.000000) D(HR) 0.971 ( 0.785) D(SR) 0.000 ( 0.061)
Epoch: [90][1301/2490] Time 0.258 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000020) Content loss 0.067383 (0.067594) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.782) D(SR) 1.000 ( 0.063)
Epoch: [90][1401/2490] Time 0.218 ( 0.214) Data 0.000 ( 0.000) Pixel loss 0.000016 (0.000020) Content loss 0.068471 (0.067538) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.783) D(SR) 0.000 ( 0.063)
Epoch: [90][1501/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000018 (0.000020) Content loss 0.059979 (0.067652) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.784) D(SR) 0.000 ( 0.060)
Epoch: [90][1601/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000017 (0.000021) Content loss 0.064503 (0.067747) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.787) D(SR) 0.992 ( 0.059)
Epoch: [90][1701/2490] Time 0.213 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000019 (0.000021) Content loss 0.061982 (0.067810) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.787) D(SR) 0.000 ( 0.056)
Epoch: [90][1801/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000021) Content loss 0.062497 (0.067851) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.787) D(SR) 0.000 ( 0.054)
Epoch: [90][1901/2490] Time 0.210 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000034 (0.000020) Content loss 0.081822 (0.067761) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.792) D(SR) 0.000 ( 0.054)
Epoch: [90][2001/2490] Time 0.211 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000020 (0.000020) Content loss 0.057656 (0.067704) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.789) D(SR) 0.000 ( 0.054)
Epoch: [90][2101/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000026 (0.000020) Content loss 0.080747 (0.067697) Adversarial loss 0.000000 (0.000000) D(HR) 0.002 ( 0.790) D(SR) 0.000 ( 0.054)
Epoch: [90][2201/2490] Time 0.215 ( 0.213) Data 0.000 ( 0.000) Pixel loss 0.000024 (0.000020) Content loss 0.081680 (0.067728) Adversarial loss 0.000000 (0.000000) D(HR) 1.000 ( 0.791) D(SR) 0.000 ( 0.053)