@ -21,7 +21,7 @@ This repository represents Ultralytics open-source research into future object d
| [YOLOv5m ](https://drive.google.com/open?id=1Drs_Aiu7xx6S-ix95f9kNsA6ueKRpN2J ) | 43.4 | 43.4 | 62.4 | 3.0ms | 333 || 21.8M | 39.4B
| [YOLOv5l ](https://drive.google.com/open?id=1Drs_Aiu7xx6S-ix95f9kNsA6ueKRpN2J ) | 46.6 | 46.7 | 65.4 | 3.9ms | 256 || 47.8M | 88.1B
| [YOLOv5x ](https://drive.google.com/open?id=1Drs_Aiu7xx6S-ix95f9kNsA6ueKRpN2J ) | **48.4** | **48.4** | **66.9** | 6.1ms | 164 || 89.0M | 166.4B
| [YOLOv3-SPP ](https://drive.google.com/open?id=1Drs_Aiu7xx6S-ix95f9kNsA6ueKRpN2J ) | 45.6 | 45.5 | 65.2 | 4.5ms | 222 || 63.0M | 118.0B
| [YOLOv3-SPP ](https://drive.google.com/open?id=1Drs_Aiu7xx6S-ix95f9kNsA6ueKRpN2J ) | 45.6 | 45.5 | 65.2 | 4.5ms | 222 || 63.0M | 118.0B
** AP< sup > test</ sup > denotes COCO [test-dev2017 ](http://cocodataset.org/#upload ) server results, all other AP results in the table denote val2017 accuracy.
@ -54,10 +54,11 @@ $ pip install -U -r requirements.txt
Inference can be run on most common media formats. Model [checkpoints ](https://drive.google.com/open?id=1Drs_Aiu7xx6S-ix95f9kNsA6ueKRpN2J ) are downloaded automatically if available. Results are saved to `./inference/output` .
```bash
$ python detect.py --source file.jpg # image
$ python detect.py --source 0 # webcam
file.jpg # image
file.mp4 # video
./dir # directory
0 # webcam
path/ # directory
path/*.jpg # glob
rtsp://170.93.143.139/rtplive/470011e600ef003a004ee33696235daa # rtsp stream
http://112.50.243.8/PLTV/88888888/224/3221225900/1.m3u8 # http stream
```