From ce2420b6409d3a7e8353871ccd385d4081060428 Mon Sep 17 00:00:00 2001 From: XIE <2598330413@qq.com> Date: Fri, 29 Jul 2022 20:30:38 +0800 Subject: [PATCH] first commit --- .idea/.gitignore | 8 + .idea/.name | 1 + .idea/inspectionProfiles/Project_Default.xml | 35 ++ .../inspectionProfiles/profiles_settings.xml | 6 + .idea/misc.xml | 4 + .idea/modules.xml | 8 + .idea/数字图像处理.iml | 10 + DIP.py | 300 +++++++++++++ DIP.ui | 412 ++++++++++++++++++ EdgeDetection.py | 78 ++++ FrequencySmoothing.py | 66 +++ GeometricalChange.py | 47 ++ Histogram.py | 74 ++++ Hough.py | 41 ++ LogicalAlgorithm.py | 61 +++ NoiseCanceller.py | 78 ++++ SpatialSmoothing.py | 18 + __pycache__/DIP.cpython-36.pyc | Bin 0 -> 8839 bytes __pycache__/EdgeDetection.cpython-36.pyc | Bin 0 -> 3296 bytes __pycache__/FrequencySmoothing.cpython-36.pyc | Bin 0 -> 2698 bytes __pycache__/GeometricalChange.cpython-36.pyc | Bin 0 -> 2300 bytes __pycache__/Histogram.cpython-36.pyc | Bin 0 -> 2509 bytes __pycache__/Hough.cpython-36.pyc | Bin 0 -> 1863 bytes __pycache__/LogicalAlgorithm.cpython-36.pyc | Bin 0 -> 2841 bytes __pycache__/NoiseCanceller.cpython-36.pyc | Bin 0 -> 2703 bytes __pycache__/SpatialSmoothing.cpython-36.pyc | Bin 0 -> 926 bytes __pycache__/morphology.cpython-36.pyc | Bin 0 -> 1622 bytes driver.py | 324 ++++++++++++++ morphology.py | 34 ++ test Img/123.png | Bin 0 -> 318499 bytes test Img/20220712152435.jpg | Bin 0 -> 10415775 bytes test Img/a.png | Bin 0 -> 1520326 bytes test Img/edu.png | Bin 0 -> 85034 bytes test Img/ex_1.jpg | Bin 0 -> 66131 bytes test Img/image (1).bmp | Bin 0 -> 366 bytes test Img/image (2).bmp | Bin 0 -> 672852 bytes test Img/image (3).bmp | Bin 0 -> 1432540 bytes test Img/image (4).bmp | Bin 0 -> 2051 bytes test Img/image (5).bmp | Bin 0 -> 2362 bytes test Img/image (6).png | Bin 0 -> 73023 bytes test Img/image (7).png | Bin 0 -> 403702 bytes test Img/image.bmp | Bin 0 -> 476 bytes test Img/test.png | Bin 0 -> 684062 bytes test Img/zao.png | Bin 0 -> 85585 bytes test Img/zero.bmp | Bin 0 -> 66614 bytes test Img/zero1.bmp | Bin 0 -> 66614 bytes 信号.txt | 39 ++ 数字图像处理大类.txt | 46 ++ 48 files changed, 1690 insertions(+) create mode 100644 .idea/.gitignore create mode 100644 .idea/.name create mode 100644 .idea/inspectionProfiles/Project_Default.xml create mode 100644 .idea/inspectionProfiles/profiles_settings.xml create mode 100644 .idea/misc.xml create mode 100644 .idea/modules.xml create mode 100644 .idea/数字图像处理.iml create mode 100644 DIP.py create mode 100644 DIP.ui create mode 100644 EdgeDetection.py create mode 100644 FrequencySmoothing.py create mode 100644 GeometricalChange.py create mode 100644 Histogram.py create mode 100644 Hough.py create mode 100644 LogicalAlgorithm.py create mode 100644 NoiseCanceller.py create mode 100644 SpatialSmoothing.py create mode 100644 __pycache__/DIP.cpython-36.pyc create mode 100644 __pycache__/EdgeDetection.cpython-36.pyc create mode 100644 __pycache__/FrequencySmoothing.cpython-36.pyc create mode 100644 __pycache__/GeometricalChange.cpython-36.pyc create mode 100644 __pycache__/Histogram.cpython-36.pyc create mode 100644 __pycache__/Hough.cpython-36.pyc create mode 100644 __pycache__/LogicalAlgorithm.cpython-36.pyc create mode 100644 __pycache__/NoiseCanceller.cpython-36.pyc create mode 100644 __pycache__/SpatialSmoothing.cpython-36.pyc create mode 100644 __pycache__/morphology.cpython-36.pyc create mode 100644 driver.py create mode 100644 morphology.py create mode 100644 test Img/123.png create mode 100644 test Img/20220712152435.jpg create mode 100644 test Img/a.png create mode 100644 test Img/edu.png create mode 100644 test Img/ex_1.jpg create mode 100644 test Img/image (1).bmp create mode 100644 test Img/image (2).bmp create mode 100644 test Img/image (3).bmp create mode 100644 test Img/image (4).bmp create mode 100644 test Img/image (5).bmp create mode 100644 test Img/image (6).png create mode 100644 test Img/image (7).png create mode 100644 test Img/image.bmp create mode 100644 test Img/test.png create mode 100644 test Img/zao.png create mode 100644 test Img/zero.bmp create mode 100644 test Img/zero1.bmp create mode 100644 信号.txt create mode 100644 数字图像处理大类.txt diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..13566b8 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Editor-based HTTP Client requests +/httpRequests/ +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml diff --git a/.idea/.name b/.idea/.name new file mode 100644 index 0000000..001cba9 --- /dev/null +++ b/.idea/.name @@ -0,0 +1 @@ +driver.py \ No newline at end of file diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml new file mode 100644 index 0000000..d0a1ee7 --- /dev/null +++ b/.idea/inspectionProfiles/Project_Default.xml @@ -0,0 +1,35 @@ + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..2517932 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..69bb3a4 --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/数字图像处理.iml b/.idea/数字图像处理.iml new file mode 100644 index 0000000..8ad733e --- /dev/null +++ b/.idea/数字图像处理.iml @@ -0,0 +1,10 @@ + + + + + + + + + + \ No newline at end of file diff --git a/DIP.py b/DIP.py new file mode 100644 index 0000000..981c0a8 --- /dev/null +++ b/DIP.py @@ -0,0 +1,300 @@ +# -*- coding: utf-8 -*- + +# Form implementation generated from reading ui file 'DIP.ui' +# +# Created by: PyQt5 UI code generator 5.15.6 +# +# WARNING: Any manual changes made to this file will be lost when pyuic5 is +# run again. Do not edit this file unless you know what you are doing. + + +from PyQt5 import QtCore, QtGui, QtWidgets + + +class Ui_DigitalImageProcessing(object): + def setupUi(self, DigitalImageProcessing): + DigitalImageProcessing.setObjectName("DigitalImageProcessing") + DigitalImageProcessing.resize(975, 614) + self.centralwidget = QtWidgets.QWidget(DigitalImageProcessing) + self.centralwidget.setObjectName("centralwidget") + self.groupBox = QtWidgets.QGroupBox(self.centralwidget) + self.groupBox.setGeometry(QtCore.QRect(30, 40, 421, 321)) + font = QtGui.QFont() + font.setFamily("Agency FB") + font.setPointSize(14) + self.groupBox.setFont(font) + self.groupBox.setObjectName("groupBox") + self.original_img = QtWidgets.QLabel(self.groupBox) + self.original_img.setGeometry(QtCore.QRect(40, 30, 351, 261)) + self.original_img.setStyleSheet("background : rgb(0, 170, 255)") + self.original_img.setText("") + self.original_img.setObjectName("original_img") + self.groupBox_2 = QtWidgets.QGroupBox(self.centralwidget) + self.groupBox_2.setGeometry(QtCore.QRect(520, 40, 411, 321)) + font = QtGui.QFont() + font.setFamily("Agency FB") + font.setPointSize(14) + self.groupBox_2.setFont(font) + self.groupBox_2.setObjectName("groupBox_2") + self.fixed_img = QtWidgets.QLabel(self.groupBox_2) + self.fixed_img.setGeometry(QtCore.QRect(30, 30, 361, 261)) + self.fixed_img.setStyleSheet("background : rgb(0, 170, 255)") + self.fixed_img.setText("") + self.fixed_img.setObjectName("fixed_img") + self.pushButton = QtWidgets.QPushButton(self.centralwidget) + self.pushButton.setGeometry(QtCore.QRect(390, 410, 191, 91)) + self.pushButton.setObjectName("pushButton") + DigitalImageProcessing.setCentralWidget(self.centralwidget) + self.menubar = QtWidgets.QMenuBar(DigitalImageProcessing) + self.menubar.setGeometry(QtCore.QRect(0, 0, 975, 21)) + self.menubar.setObjectName("menubar") + self.menu = QtWidgets.QMenu(self.menubar) + self.menu.setObjectName("menu") + self.menu_2 = QtWidgets.QMenu(self.menubar) + self.menu_2.setObjectName("menu_2") + self.menu_3 = QtWidgets.QMenu(self.menubar) + self.menu_3.setObjectName("menu_3") + self.menu_Hough = QtWidgets.QMenu(self.menubar) + self.menu_Hough.setObjectName("menu_Hough") + self.menu_4 = QtWidgets.QMenu(self.menubar) + self.menu_4.setObjectName("menu_4") + self.menu_5 = QtWidgets.QMenu(self.menubar) + self.menu_5.setObjectName("menu_5") + self.menu_6 = QtWidgets.QMenu(self.menubar) + self.menu_6.setObjectName("menu_6") + self.menu_7 = QtWidgets.QMenu(self.menubar) + self.menu_7.setObjectName("menu_7") + self.menu_8 = QtWidgets.QMenu(self.menubar) + self.menu_8.setObjectName("menu_8") + DigitalImageProcessing.setMenuBar(self.menubar) + self.statusbar = QtWidgets.QStatusBar(DigitalImageProcessing) + self.statusbar.setObjectName("statusbar") + DigitalImageProcessing.setStatusBar(self.statusbar) + self.actionyu = QtWidgets.QAction(DigitalImageProcessing) + self.actionyu.setObjectName("actionyu") + self.actionhuo = QtWidgets.QAction(DigitalImageProcessing) + self.actionhuo.setObjectName("actionhuo") + self.actionfei = QtWidgets.QAction(DigitalImageProcessing) + self.actionfei.setObjectName("actionfei") + self.actionjiafa = QtWidgets.QAction(DigitalImageProcessing) + self.actionjiafa.setObjectName("actionjiafa") + self.actionjianfa = QtWidgets.QAction(DigitalImageProcessing) + self.actionjianfa.setObjectName("actionjianfa") + self.actionchengfa = QtWidgets.QAction(DigitalImageProcessing) + self.actionchengfa.setObjectName("actionchengfa") + self.actionchufa = QtWidgets.QAction(DigitalImageProcessing) + self.actionchufa.setObjectName("actionchufa") + self.actionkuozhansuofang = QtWidgets.QAction(DigitalImageProcessing) + self.actionkuozhansuofang.setObjectName("actionkuozhansuofang") + self.actiontuxiangpingyi = QtWidgets.QAction(DigitalImageProcessing) + self.actiontuxiangpingyi.setObjectName("actiontuxiangpingyi") + self.actiontuxiangxuanzhuan = QtWidgets.QAction(DigitalImageProcessing) + self.actiontuxiangxuanzhuan.setObjectName("actiontuxiangxuanzhuan") + self.actiontuxiangfanzhuan = QtWidgets.QAction(DigitalImageProcessing) + self.actiontuxiangfanzhuan.setObjectName("actiontuxiangfanzhuan") + self.actionchuizhifanzhuan = QtWidgets.QAction(DigitalImageProcessing) + self.actionchuizhifanzhuan.setObjectName("actionchuizhifanzhuan") + self.actionhuiduzhifangtu = QtWidgets.QAction(DigitalImageProcessing) + self.actionhuiduzhifangtu.setObjectName("actionhuiduzhifangtu") + self.actioncaisezhifangtu = QtWidgets.QAction(DigitalImageProcessing) + self.actioncaisezhifangtu.setObjectName("actioncaisezhifangtu") + self.actionhuizhizhifangtu = QtWidgets.QAction(DigitalImageProcessing) + self.actionhuizhizhifangtu.setObjectName("actionhuizhizhifangtu") + self.actionfenduanxianxingbianhuanduizhifangtuxiugai = QtWidgets.QAction(DigitalImageProcessing) + self.actionfenduanxianxingbianhuanduizhifangtuxiugai.setObjectName("actionfenduanxianxingbianhuanduizhifangtuxiugai") + self.actionbianyuanjiancedejibenyuanli = QtWidgets.QAction(DigitalImageProcessing) + self.actionbianyuanjiancedejibenyuanli.setObjectName("actionbianyuanjiancedejibenyuanli") + self.actionRoberts = QtWidgets.QAction(DigitalImageProcessing) + self.actionRoberts.setObjectName("actionRoberts") + self.actionPrewitt_Sobel = QtWidgets.QAction(DigitalImageProcessing) + self.actionPrewitt_Sobel.setObjectName("actionPrewitt_Sobel") + self.actionLaplacian = QtWidgets.QAction(DigitalImageProcessing) + self.actionLaplacian.setObjectName("actionLaplacian") + self.actionLoG = QtWidgets.QAction(DigitalImageProcessing) + self.actionLoG.setObjectName("actionLoG") + self.actionCanny = QtWidgets.QAction(DigitalImageProcessing) + self.actionCanny.setObjectName("actionCanny") + self.actionxingtaixue = QtWidgets.QAction(DigitalImageProcessing) + self.actionxingtaixue.setObjectName("actionxingtaixue") + self.actionjiegouyuan = QtWidgets.QAction(DigitalImageProcessing) + self.actionjiegouyuan.setText("") + self.actionjiegouyuan.setObjectName("actionjiegouyuan") + self.actionjiegouyuandefenlei = QtWidgets.QAction(DigitalImageProcessing) + self.actionjiegouyuandefenlei.setObjectName("actionjiegouyuandefenlei") + self.actionfushi = QtWidgets.QAction(DigitalImageProcessing) + self.actionfushi.setObjectName("actionfushi") + self.actionpengzhang = QtWidgets.QAction(DigitalImageProcessing) + self.actionpengzhang.setObjectName("actionpengzhang") + self.actionkaiyunsuan = QtWidgets.QAction(DigitalImageProcessing) + self.actionkaiyunsuan.setObjectName("actionkaiyunsuan") + self.actionbiyunsuan = QtWidgets.QAction(DigitalImageProcessing) + self.actionbiyunsuan.setObjectName("actionbiyunsuan") + self.actionzao_sheng_miaoshuqi = QtWidgets.QAction(DigitalImageProcessing) + self.actionzao_sheng_miaoshuqi.setObjectName("actionzao_sheng_miaoshuqi") + self.actionjunzhileilvboqi = QtWidgets.QAction(DigitalImageProcessing) + self.actionjunzhileilvboqi.setObjectName("actionjunzhileilvboqi") + self.actionpaixutongjileilvboqi = QtWidgets.QAction(DigitalImageProcessing) + self.actionpaixutongjileilvboqi.setObjectName("actionpaixutongjileilvboqi") + self.actionxuanzexinglvboqi = QtWidgets.QAction(DigitalImageProcessing) + self.actionxuanzexinglvboqi.setObjectName("actionxuanzexinglvboqi") + self.actionfangshebianhuan = QtWidgets.QAction(DigitalImageProcessing) + self.actionfangshebianhuan.setObjectName("actionfangshebianhuan") + self.actionHough = QtWidgets.QAction(DigitalImageProcessing) + self.actionHough.setObjectName("actionHough") + self.actionHoughP = QtWidgets.QAction(DigitalImageProcessing) + self.actionHoughP.setObjectName("actionHoughP") + self.actionlingyupingjunfa = QtWidgets.QAction(DigitalImageProcessing) + self.actionlingyupingjunfa.setObjectName("actionlingyupingjunfa") + self.actionzhongzhilvbo = QtWidgets.QAction(DigitalImageProcessing) + self.actionzhongzhilvbo.setObjectName("actionzhongzhilvbo") + self.actionlixiang = QtWidgets.QAction(DigitalImageProcessing) + self.actionlixiang.setObjectName("actionlixiang") + self.actionButterworth = QtWidgets.QAction(DigitalImageProcessing) + self.actionButterworth.setObjectName("actionButterworth") + self.actionGauss = QtWidgets.QAction(DigitalImageProcessing) + self.actionGauss.setObjectName("actionGauss") + self.menu.addAction(self.actionyu) + self.menu.addAction(self.actionhuo) + self.menu.addAction(self.actionfei) + self.menu.addAction(self.actionjiafa) + self.menu.addAction(self.actionjianfa) + self.menu.addAction(self.actionchengfa) + self.menu.addAction(self.actionchufa) + self.menu_2.addAction(self.actionkuozhansuofang) + self.menu_2.addAction(self.actiontuxiangpingyi) + self.menu_2.addAction(self.actiontuxiangxuanzhuan) + self.menu_2.addAction(self.actiontuxiangfanzhuan) + self.menu_2.addAction(self.actionchuizhifanzhuan) + self.menu_2.addAction(self.actionfangshebianhuan) + self.menu_3.addAction(self.actionhuiduzhifangtu) + self.menu_3.addAction(self.actioncaisezhifangtu) + self.menu_3.addAction(self.actionhuizhizhifangtu) + self.menu_3.addAction(self.actionfenduanxianxingbianhuanduizhifangtuxiugai) + self.menu_Hough.addAction(self.actionHough) + self.menu_Hough.addAction(self.actionHoughP) + self.menu_4.addAction(self.actionbianyuanjiancedejibenyuanli) + self.menu_4.addAction(self.actionRoberts) + self.menu_4.addAction(self.actionPrewitt_Sobel) + self.menu_4.addAction(self.actionLaplacian) + self.menu_4.addAction(self.actionLoG) + self.menu_4.addAction(self.actionCanny) + self.menu_5.addAction(self.actionfushi) + self.menu_5.addAction(self.actionpengzhang) + self.menu_5.addAction(self.actionkaiyunsuan) + self.menu_5.addAction(self.actionbiyunsuan) + self.menu_6.addAction(self.actionzao_sheng_miaoshuqi) + self.menu_6.addAction(self.actionjunzhileilvboqi) + self.menu_6.addAction(self.actionpaixutongjileilvboqi) + self.menu_6.addAction(self.actionxuanzexinglvboqi) + self.menu_7.addAction(self.actionlingyupingjunfa) + self.menu_7.addAction(self.actionzhongzhilvbo) + self.menu_8.addAction(self.actionlixiang) + self.menu_8.addAction(self.actionButterworth) + self.menu_8.addAction(self.actionGauss) + self.menubar.addAction(self.menu.menuAction()) + self.menubar.addAction(self.menu_2.menuAction()) + self.menubar.addAction(self.menu_3.menuAction()) + self.menubar.addAction(self.menu_Hough.menuAction()) + self.menubar.addAction(self.menu_4.menuAction()) + self.menubar.addAction(self.menu_5.menuAction()) + self.menubar.addAction(self.menu_6.menuAction()) + self.menubar.addAction(self.menu_7.menuAction()) + self.menubar.addAction(self.menu_8.menuAction()) + + self.retranslateUi(DigitalImageProcessing) + self.pushButton.clicked.connect(DigitalImageProcessing.openImg) + self.actionyu.triggered.connect(DigitalImageProcessing.alAnd) + self.actionhuo.triggered.connect(DigitalImageProcessing.alOr) + self.actionfei.triggered.connect(DigitalImageProcessing.alNegation) + self.actionjiafa.triggered.connect(DigitalImageProcessing.alAdd) + self.actionjianfa.triggered.connect(DigitalImageProcessing.alSubtract) + self.actionchengfa.triggered.connect(DigitalImageProcessing.alMulty) + self.actionchufa.triggered.connect(DigitalImageProcessing.alDivide) + self.actiontuxiangfanzhuan.triggered.connect(DigitalImageProcessing.horizonal) + self.actionchuizhifanzhuan.triggered.connect(DigitalImageProcessing.vertical) + self.actiontuxiangpingyi.triggered.connect(DigitalImageProcessing.moveImg) + self.actiontuxiangxuanzhuan.triggered.connect(DigitalImageProcessing.rotation) + self.actionkuozhansuofang.triggered.connect(DigitalImageProcessing.extend) + self.actionfangshebianhuan.triggered.connect(DigitalImageProcessing.affine) + self.actionhuiduzhifangtu.triggered.connect(DigitalImageProcessing.histGrey) + self.actioncaisezhifangtu.triggered.connect(DigitalImageProcessing.histRGB) + self.actionhuizhizhifangtu.triggered.connect(DigitalImageProcessing.histD) + self.actionfenduanxianxingbianhuanduizhifangtuxiugai.triggered.connect(DigitalImageProcessing.editHist) + self.actionHough.triggered.connect(DigitalImageProcessing.houghLines) + self.actionHoughP.triggered.connect(DigitalImageProcessing.houghLinesP) + self.actionbianyuanjiancedejibenyuanli.triggered.connect(DigitalImageProcessing.basic_of_edge_detection) + self.actionRoberts.triggered.connect(DigitalImageProcessing.roberts) + self.actionPrewitt_Sobel.triggered.connect(DigitalImageProcessing.sobel) + self.actionLaplacian.triggered.connect(DigitalImageProcessing.laplacian) + self.actionLoG.triggered.connect(DigitalImageProcessing.LoG) + self.actionCanny.triggered.connect(DigitalImageProcessing.canny) + self.actionfushi.triggered.connect(DigitalImageProcessing.corrode) + self.actionpengzhang.triggered.connect(DigitalImageProcessing.dilation) + self.actionkaiyunsuan.triggered.connect(DigitalImageProcessing.open) + self.actionbiyunsuan.triggered.connect(DigitalImageProcessing.close) + self.actionzao_sheng_miaoshuqi.triggered.connect(DigitalImageProcessing.describe) + self.actionjunzhileilvboqi.triggered.connect(DigitalImageProcessing.meanFilter) + self.actionpaixutongjileilvboqi.triggered.connect(DigitalImageProcessing.sortFilter) + self.actionxuanzexinglvboqi.triggered.connect(DigitalImageProcessing.selectiveFilter) + self.actionlingyupingjunfa.triggered.connect(DigitalImageProcessing.avg_blur) + self.actionzhongzhilvbo.triggered.connect(DigitalImageProcessing.mid_blur) + self.actionlixiang.triggered.connect(DigitalImageProcessing.low_pass) + self.actionButterworth.triggered.connect(DigitalImageProcessing.butterworth) + self.actionGauss.triggered.connect(DigitalImageProcessing.gauss) + QtCore.QMetaObject.connectSlotsByName(DigitalImageProcessing) + + def retranslateUi(self, DigitalImageProcessing): + _translate = QtCore.QCoreApplication.translate + DigitalImageProcessing.setWindowTitle(_translate("DigitalImageProcessing", "数字图像处理")) + self.groupBox.setTitle(_translate("DigitalImageProcessing", "原始图片")) + self.groupBox_2.setTitle(_translate("DigitalImageProcessing", "修改后图片")) + self.pushButton.setText(_translate("DigitalImageProcessing", "打开图片")) + self.menu.setTitle(_translate("DigitalImageProcessing", "数字图像的计算")) + self.menu_2.setTitle(_translate("DigitalImageProcessing", "数字图像的几何变换")) + self.menu_3.setTitle(_translate("DigitalImageProcessing", "数字图像直方图")) + self.menu_Hough.setTitle(_translate("DigitalImageProcessing", "使用Hough变换实现线条变换检测")) + self.menu_4.setTitle(_translate("DigitalImageProcessing", "边缘检测")) + self.menu_5.setTitle(_translate("DigitalImageProcessing", "数字图像形态学")) + self.menu_6.setTitle(_translate("DigitalImageProcessing", "噪声滤除")) + self.menu_7.setTitle(_translate("DigitalImageProcessing", "空域的平滑")) + self.menu_8.setTitle(_translate("DigitalImageProcessing", "频域的平滑")) + self.actionyu.setText(_translate("DigitalImageProcessing", "与运算")) + self.actionhuo.setText(_translate("DigitalImageProcessing", "或运算")) + self.actionfei.setText(_translate("DigitalImageProcessing", "非运算")) + self.actionjiafa.setText(_translate("DigitalImageProcessing", "加法运算")) + self.actionjianfa.setText(_translate("DigitalImageProcessing", "减法运算")) + self.actionchengfa.setText(_translate("DigitalImageProcessing", "乘法运算")) + self.actionchufa.setText(_translate("DigitalImageProcessing", "除法运算")) + self.actionkuozhansuofang.setText(_translate("DigitalImageProcessing", "扩展缩放")) + self.actiontuxiangpingyi.setText(_translate("DigitalImageProcessing", "图像平移")) + self.actiontuxiangxuanzhuan.setText(_translate("DigitalImageProcessing", "图像旋转")) + self.actiontuxiangfanzhuan.setText(_translate("DigitalImageProcessing", "图像水平翻转")) + self.actionchuizhifanzhuan.setText(_translate("DigitalImageProcessing", "图像垂直翻转")) + self.actionhuiduzhifangtu.setText(_translate("DigitalImageProcessing", "灰度直方图")) + self.actioncaisezhifangtu.setText(_translate("DigitalImageProcessing", "彩色直方图")) + self.actionhuizhizhifangtu.setText(_translate("DigitalImageProcessing", "绘制直方图")) + self.actionfenduanxianxingbianhuanduizhifangtuxiugai.setText(_translate("DigitalImageProcessing", "分段线性变换对直方图修改")) + self.actionbianyuanjiancedejibenyuanli.setText(_translate("DigitalImageProcessing", "边缘检测的基本原理与图像增强")) + self.actionRoberts.setText(_translate("DigitalImageProcessing", "Roberts")) + self.actionPrewitt_Sobel.setText(_translate("DigitalImageProcessing", "Prewitt & Sobel")) + self.actionLaplacian.setText(_translate("DigitalImageProcessing", "Laplacian")) + self.actionLoG.setText(_translate("DigitalImageProcessing", "LoG")) + self.actionCanny.setText(_translate("DigitalImageProcessing", "Canny")) + self.actionxingtaixue.setText(_translate("DigitalImageProcessing", "图像形态学操作")) + self.actionjiegouyuandefenlei.setText(_translate("DigitalImageProcessing", "jiegouyuandefenlei")) + self.actionfushi.setText(_translate("DigitalImageProcessing", "腐蚀")) + self.actionpengzhang.setText(_translate("DigitalImageProcessing", "膨胀")) + self.actionkaiyunsuan.setText(_translate("DigitalImageProcessing", "开运算")) + self.actionbiyunsuan.setText(_translate("DigitalImageProcessing", "闭运算")) + self.actionzao_sheng_miaoshuqi.setText(_translate("DigitalImageProcessing", "噪声描述器")) + self.actionjunzhileilvboqi.setText(_translate("DigitalImageProcessing", "均值滤波器")) + self.actionpaixutongjileilvboqi.setText(_translate("DigitalImageProcessing", "排序统计类滤波器")) + self.actionxuanzexinglvboqi.setText(_translate("DigitalImageProcessing", "选择性滤波器")) + self.actionfangshebianhuan.setText(_translate("DigitalImageProcessing", "仿射变换")) + self.actionHough.setText(_translate("DigitalImageProcessing", "使用Hough变换实现线条变化检测")) + self.actionHoughP.setText(_translate("DigitalImageProcessing", "HoughP")) + self.actionlingyupingjunfa.setText(_translate("DigitalImageProcessing", "邻域平均法")) + self.actionzhongzhilvbo.setText(_translate("DigitalImageProcessing", "中值滤波法")) + self.actionlixiang.setText(_translate("DigitalImageProcessing", "理想低通滤波")) + self.actionButterworth.setText(_translate("DigitalImageProcessing", "巴特沃斯低通滤波")) + self.actionGauss.setText(_translate("DigitalImageProcessing", "高斯低通滤波")) diff --git a/DIP.ui b/DIP.ui new file mode 100644 index 0000000..2a535fe --- /dev/null +++ b/DIP.ui @@ -0,0 +1,412 @@ + + + DigitalImageProcessing + + + + 0 + 0 + 975 + 614 + + + + 数字图像处理 + + + + + + 30 + 40 + 421 + 321 + + + + + Agency FB + 14 + + + + 原始图片 + + + + + 40 + 30 + 351 + 261 + + + + background : rgb(0, 170, 255) + + + + + + + + + + 520 + 40 + 411 + 321 + + + + + Agency FB + 14 + + + + 修改后图片 + + + + + 30 + 30 + 361 + 261 + + + + background : rgb(0, 170, 255) + + + + + + + + + + 390 + 410 + 191 + 91 + + + + 打开图片 + + + + + + + 0 + 0 + 975 + 21 + + + + + 数字图像的计算 + + + + + + + + + + + + 数字图像的几何变换 + + + + + + + + + + + 数字图像直方图 + + + + + + + + + 使用Hough变换实现线条变换检测 + + + + + + + 边缘检测 + + + + + + + + + + + 数字图像形态学 + + + + + + + + + 噪声滤除 + + + + + + + + + 空域的平滑 + + + + + + + 频域的平滑 + + + + + + + + + + + + + + + + + + + 与运算 + + + + + 或运算 + + + + + 非运算 + + + + + 加法运算 + + + + + 减法运算 + + + + + 乘法运算 + + + + + 除法运算 + + + + + 扩展缩放 + + + + + 图像平移 + + + + + 图像旋转 + + + + + 图像水平翻转 + + + + + 图像垂直翻转 + + + + + 灰度直方图 + + + + + 彩色直方图 + + + + + 绘制直方图 + + + + + 分段线性变换对直方图修改 + + + + + 边缘检测的基本原理与图像增强 + + + + + Roberts + + + + + Prewitt & Sobel + + + + + Laplacian + + + + + LoG + + + + + Canny + + + + + 图像形态学操作 + + + + + + + + + + jiegouyuandefenlei + + + + + 腐蚀 + + + + + 膨胀 + + + + + 开运算 + + + + + 闭运算 + + + + + 噪声描述器 + + + + + 均值滤波器 + + + + + 排序统计类滤波器 + + + + + 选择性滤波器 + + + + + 仿射变换 + + + + + 使用Hough变换实现线条变化检测 + + + + + HoughP + + + + + 邻域平均法 + + + + + 中值滤波法 + + + + + 理想低通滤波 + + + + + 巴特沃斯低通滤波 + + + + + 高斯低通滤波 + + + + + + diff --git a/EdgeDetection.py b/EdgeDetection.py new file mode 100644 index 0000000..84095b4 --- /dev/null +++ b/EdgeDetection.py @@ -0,0 +1,78 @@ +import cv2 +import numpy as np + + +class edgeDetect: + def __init__(self, imgPath): + self.path = imgPath + + def graphicsEnhance(self): + img_gray = cv2.imread(self.path, 0) + h, w = img_gray.shape + gradient = np.zeros((h, w)) + # 计算图像梯度 + img_gray = img_gray.astype('float') + for i in range(h - 1): + for j in range(w - 1): + gx = abs(img_gray[i + 1, j] - img_gray[i, j]) + gy = abs(img_gray[i, j + 1] - img_gray[i, j]) + gradient[i, j] = gx + gy + # sharp为结果 + sharp = img_gray + gradient + sharp = np.where(sharp > 255, 255, sharp) + sharp = np.where(sharp < 0, 0, sharp) + cv2.imwrite("saved Img/sharp.bmp", sharp) + + def roberts(self): + img = cv2.imread(self.path) + img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + kernelx = np.array([[-1, 0], [0, 1]], dtype=int) + kernely = np.array([[0, -1], [1, 0]], dtype=int) + x = cv2.filter2D(img, cv2.CV_16S, kernelx) + y = cv2.filter2D(img, cv2.CV_16S, kernely) + absX = cv2.convertScaleAbs(x) + absY = cv2.convertScaleAbs(y) + Roberts = cv2.addWeighted(absX, 0.5, absY, 0.5, 0) + cv2.imwrite("saved Img/roberts.bmp", Roberts) + + def sobel(self): + Sobel = cv2.imread(self.path) + Sobel = cv2.cvtColor(Sobel, cv2.COLOR_BGR2GRAY) + x = cv2.Sobel(Sobel, cv2.CV_16S, 1, 0) + y = cv2.Sobel(Sobel, cv2.CV_16S, 0, 1) + absX = cv2.convertScaleAbs(x) + absY = cv2.convertScaleAbs(y) + Sobel = cv2.addWeighted(absX, 0.5, absY, 0.5, 0) + cv2.imwrite("saved Img/sobel.bmp", Sobel) + + def laplacian(self): + img = cv2.imread(self.path) + grayImage = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) + dst = cv2.Laplacian(grayImage, cv2.CV_16S, ksize=3) + Laplacian = cv2.convertScaleAbs(dst) + cv2.imwrite("saved Img/laplacian.bmp", Laplacian) + + def LoG(self): + img = cv2.imread(self.path) + grayImage = cv2.cvtColor(img, cv2.COLOR_BGR2RGB) + img = cv2.copyMakeBorder(grayImage, 2, 2, 2, 2, borderType=cv2.BORDER_REPLICATE) + img = cv2.GaussianBlur(img, (3, 3), 0, 0) + m1 = np.array( + [[0, 0, -1, 0, 0], [0, -1, -2, -1, 0], [-1, -2, 16, -2, -1], [0, -1, -2, -1, 0], [0, 0, -1, 0, 0]], + dtype=np.int32) + image1 = np.zeros(img.shape).astype(np.int32) + h, w, _ = img.shape + for i in range(2, h - 2): + for j in range(2, w - 2): + image1[i, j] = np.sum(m1 * img[i - 2:i + 3, j - 2:j + 3, 1]) + image1 = cv2.convertScaleAbs(image1) + cv2.imwrite("saved Img/log.bmp", image1) + + def canny(self): + src = cv2.imread(self.path) + blur = cv2.GaussianBlur(src, (3, 3), 0) + grayImage = cv2.cvtColor(blur, cv2.COLOR_BGR2GRAY) + gradx = cv2.Sobel(grayImage, cv2.CV_16SC1, 1, 0) + grady = cv2.Sobel(grayImage, cv2.CV_16SC1, 0, 1) + edge_output = cv2.Canny(gradx, grady, 50, 150) + cv2.imwrite("saved Img/canny.bmp", edge_output) diff --git a/FrequencySmoothing.py b/FrequencySmoothing.py new file mode 100644 index 0000000..c514e56 --- /dev/null +++ b/FrequencySmoothing.py @@ -0,0 +1,66 @@ +import cv2 +import numpy as np +import matplotlib.pyplot as plt + + +class frequency_filter: + def __init__(self, img_path): + self.path = img_path + + def Ideal_low_pass_filtering_smooth(self): + img = cv2.imread(self.path) + img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY) + img = np.float32(img) + dft = cv2.dft(img, flags=cv2.DFT_COMPLEX_OUTPUT) + dft = np.fft.fftshift(dft) + rows, cols = img.shape + mask = np.zeros((rows, cols, 2), dtype=np.uint8) + mask[int(rows / 2) - 20:int(rows / 2) + 20, int(cols / 2) - 20:int(cols / 2) + 20] = 1 + f = dft * mask + f = np.fft.ifftshift(f) + img = cv2.idft(f) + img = cv2.magnitude(img[:, :, 0], img[:, :, 1]) + filename = "saved Img/ideal_low_pass.bmp" + plt.imsave(filename, img, cmap='gray') + + def butterworth(self, D0, N): + D0 = int(D0) + N = int(N) + img = cv2.imread(self.path) + img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY) + img = np.float32(img) + dft = cv2.dft(img, flags=cv2.DFT_COMPLEX_OUTPUT) + dft = np.fft.fftshift(dft) + rows, cols = img.shape + mask = np.zeros((rows, cols, 2)) + for i in range(rows): + for j in range(cols): + D = np.sqrt((i - rows / 2) ** 2 + (j - cols / 2) ** 2) + mask[i, j, 0] = mask[i, j, 1] = 1.0 / (1.0 + ((D / D0) ** (2 * N))) + f = dft * mask + f = np.fft.ifftshift(f) + img = cv2.idft(f) + img = cv2.magnitude(img[:, :, 0], img[:, :, 1]) + filename = "saved Img/butterworth.bmp" + plt.imsave(filename, img, cmap='gray') + + def gauss(self, D0): + D0 = int(D0) + img = cv2.imread(self.path) + img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY) + img = np.float32(img) + dft = cv2.dft(img, flags=cv2.DFT_COMPLEX_OUTPUT) + dft = np.fft.fftshift(dft) + rows, cols = img.shape + crow, ccol = int(rows / 2), int(cols / 2) + mask = np.zeros((rows, cols, 2)) + for i in range(rows): + for j in range(cols): + D = np.sqrt((i - crow) ** 2 + (j - ccol) ** 2) + mask[i, j, 0] = mask[i, j, 1] = np.exp(-(D * D) / (2 * D0 * D0)) + f = dft * mask + f = np.fft.ifftshift(f) + img = cv2.idft(f) + img = cv2.magnitude(img[:, :, 0], img[:, :, 1]) + filename = "saved Img/gauss.bmp" + plt.imsave(filename, img, cmap='gray') diff --git a/GeometricalChange.py b/GeometricalChange.py new file mode 100644 index 0000000..939acae --- /dev/null +++ b/GeometricalChange.py @@ -0,0 +1,47 @@ +import cv2 +import numpy as np + + +class GeoChange: + def __init__(self, imgPath): + self.path = imgPath + + def extend(self, size): + img = cv2.imread(self.path) + img = cv2.resize(img, (0, 0), fx=size, fy=size, interpolation=cv2.INTER_LINEAR) + cv2.imwrite("saved Img/size.bmp", img) + + def move(self, x, y): + img = cv2.imread(self.path) + height, width, channel = img.shape + # 构建平移矩阵 + matrix = np.float32([[1, 0, x], [0, 1, y]]) + img = cv2.warpAffine(img, matrix, (width, height)) + cv2.imwrite("saved Img/move.bmp", img) + + def horizon_flip(self): + img = cv2.imread(self.path) + horizon = cv2.flip(img, 1, dst=None) + cv2.imwrite("saved Img/horizon.bmp", horizon) + + def vertical_flip(self): + img = cv2.imread(self.path) + vertical = cv2.flip(img, 0, dst=None) + cv2.imwrite("saved Img/vertical.bmp", vertical) + + def rotation(self, degree): + img = cv2.imread(self.path) + rows, cols, depth = img.shape + matrix = cv2.getRotationMatrix2D((cols / 2, rows / 2), degree, 1) + img = cv2.warpAffine(img, matrix, (cols, rows)) + cv2.imwrite("saved Img/rotation.bmp", img) + + def affine(self): + img = cv2.imread(self.path) + img = cv2.resize(img, (256, 256)) + rows, cols = img.shape[: 2] + post1 = np.float32([[50, 50], [200, 50], [50, 200]]) + post2 = np.float32([[10, 100], [200, 50], [100, 250]]) + M = cv2.getAffineTransform(post1, post2) + result = cv2.warpAffine(img, M, (rows, cols)) + cv2.imwrite("saved Img/affine.bmp", result) diff --git a/Histogram.py b/Histogram.py new file mode 100644 index 0000000..14134ed --- /dev/null +++ b/Histogram.py @@ -0,0 +1,74 @@ +import cv2 +import matplotlib.pyplot as plt +import numpy as np + + +class Histogram: + def __init__(self, imgPath): + self.path = imgPath + + def histGrey(self): + img1 = cv2.imread(self.path) + img = cv2.cvtColor(img1, cv2.COLOR_RGB2GRAY) + hist = cv2.calcHist([img], [0], None, [256], [0, 255]) + plt.plot(hist) + plt.xlim([0, 255]) + plt.show() + + def histRGB(self): + src = cv2.imread(self.path) + color = ["r", "g", "b"] + b, g, r = cv2.split(src) + src = cv2.merge([r, g, b]) + for index, c in enumerate(color): + hist = cv2.calcHist([src], [index], None, [256], [0, 255]) + plt.plot(hist, color=c) + plt.xlim([0, 255]) + plt.show() + + def hist(self): + src = cv2.imread(self.path) + b, g, r = cv2.split(src) + src = cv2.merge([r, g, b]) + histr = cv2.calcHist([src], [0], None, [256], [0, 256]) + plt.plot(histr, color='r') + plt.xlim([0, 256]) + histr = cv2.calcHist([src], [1], None, [256], [0, 256]) + plt.plot(histr, color='g') + plt.xlim([0, 256]) + histr = cv2.calcHist([src], [2], None, [256], [0, 256]) + plt.plot(histr, color='b') + plt.xlim([0, 256]) + plt.show() + + def editHist(self): + img = cv2.imread(self.path, 0) + h, w = img.shape[:2] + out = np.zeros(img.shape, np.uint8) + for i in range(h): + for j in range(w): + pix = img[i][j] + if pix < 50: + out[i][j] = 0.5 * pix + elif pix < 150: + out[i][j] = 3.6 * pix - 310 + else: + out[i][j] = 0.238 * pix + 194 + out = np.around(out) + out = out.astype(np.uint8) + plt.subplot(121) + plt.imshow(img, 'gray') + plt.subplot(122) + pixelSequence = img.ravel() + numberBins = 256 + histogram, bins, patch = plt.hist(pixelSequence, numberBins) + plt.axis([0, 255, 0, np.max(histogram)]) + plt.show() + plt.subplot(121) + plt.imshow(out, 'gray') + plt.subplot(122) + pixelSequence = out.ravel() + numberBins = 256 + histogram, bins, patch = plt.hist(pixelSequence, numberBins) + plt.axis([0, 255, 0, np.max(histogram)]) + plt.show() diff --git a/Hough.py b/Hough.py new file mode 100644 index 0000000..e0b5d07 --- /dev/null +++ b/Hough.py @@ -0,0 +1,41 @@ +import cv2 +import numpy as np +import matplotlib.pyplot as plt + + +class Hough: + def __init__(self, imgPath): + self.path = imgPath + + def line_change_detection(self): + img = cv2.imread(self.path) + img = cv2.GaussianBlur(img, (3, 3), 0) + edges = cv2.Canny(img, 50, 150, apertureSize=3) + lines = cv2.HoughLines(edges, 1, np.pi / 2, 118) + result = img.copy() + for i_line in lines: + for line in i_line: + rho = line[0] + theta = line[1] + if (theta < (np.pi / 4.)) or (theta > (3. * np.pi / 4.0)): # 垂直直线 + pt1 = (int(rho / np.cos(theta)), 0) + pt2 = (int((rho - result.shape[0] * np.sin(theta)) / np.cos(theta)), result.shape[0]) + cv2.line(result, pt1, pt2, (0, 0, 255)) + else: + pt1 = (0, int(rho / np.sin(theta))) + pt2 = (result.shape[1], int((rho - result.shape[1] * np.cos(theta)) / np.sin(theta))) + cv2.line(result, pt1, pt2, (0, 0, 255), 1) + cv2.imwrite('saved Img/result.bmp', result) + + def line_change_detection_P(self): + img = cv2.imread(self.path) + img = cv2.GaussianBlur(img, (3, 3), 0) + edges = cv2.Canny(img, 50, 150, apertureSize=3) + minLineLength = 200 + maxLineGap = 15 + linesP = cv2.HoughLinesP(edges, 1, np.pi / 180, 80, minLineLength, maxLineGap) + result_P = img.copy() + for i_P in linesP: + for x1, y1, x2, y2 in i_P: + cv2.line(result_P, (x1, y1), (x2, y2), (0, 255, 0), 3) + cv2.imwrite('saved Img/result_p.bmp', result_P) diff --git a/LogicalAlgorithm.py b/LogicalAlgorithm.py new file mode 100644 index 0000000..2ff0b15 --- /dev/null +++ b/LogicalAlgorithm.py @@ -0,0 +1,61 @@ +import cv2 +import numpy as np + + +class logicalAlgorithm: + def __init__(self, img_path1, img_path2): + self.path1 = img_path1 + self.path2 = img_path2 + + def alAnd(self): + x = cv2.imread(self.path1, 1) + y = cv2.imread(self.path2, 1) + rows, cols = x.shape[:2] + y_dst = cv2.resize(y, (cols, rows), interpolation=cv2.INTER_CUBIC) + result = (x & y_dst) + cv2.imwrite("saved Img/And.bmp", result) + + def alOr(self): + x = cv2.imread(self.path1, 1) + y = cv2.imread(self.path2, 1) + rows, cols = x.shape[:2] + y_dst = cv2.resize(y, (cols, rows), interpolation=cv2.INTER_CUBIC) + result = (x | y_dst) + cv2.imwrite("saved Img/Or.bmp", result) + + def alNegation(self): + x = cv2.imread(self.path1, 1) + result = (~x) + cv2.imwrite("saved Img/Negation.bmp", result) + + def alAdd(self): + x = cv2.imread(self.path1, 1) + y = cv2.imread(self.path2, 1) + rows, cols = x.shape[:2] + y_dst = cv2.resize(y, (cols, rows), interpolation=cv2.INTER_CUBIC) + result = cv2.add(x, y_dst) + cv2.imwrite("saved Img/Add.bmp", result) + + def alSubtract(self): + x = cv2.imread(self.path1, 1) + y = cv2.imread(self.path2, 1) + rows, cols = x.shape[:2] + y_dst = cv2.resize(y, (cols, rows), interpolation=cv2.INTER_CUBIC) + result = cv2.subtract(x, y_dst) + cv2.imwrite("saved Img/Subtract.bmp", result) + + def alMulty(self): + x = cv2.imread(self.path1, 1).astype(np.float64)/255 + y = cv2.imread(self.path2, 1).astype(np.float64)/255 + rows, cols = x.shape[:2] + y_dst = cv2.resize(y, (cols, rows), interpolation=cv2.INTER_CUBIC) + result = cv2.multiply(x, y_dst) * 255 + cv2.imwrite("saved Img/Multiply.bmp", result) + + def alDivide(self): + x = cv2.imread(self.path1, 1).astype(np.float64)/255 + y = cv2.imread(self.path2, 1).astype(np.float64)/255 + rows, cols = x.shape[:2] + y_dst = cv2.resize(y, (cols, rows), interpolation=cv2.INTER_CUBIC) + result = cv2.divide(x, y_dst) * 255 + cv2.imwrite("saved Img/Divide.bmp", result) diff --git a/NoiseCanceller.py b/NoiseCanceller.py new file mode 100644 index 0000000..71fa3ff --- /dev/null +++ b/NoiseCanceller.py @@ -0,0 +1,78 @@ +import random + +import cv2 +import numpy as np + + +class noiseCanceller: + def __init__(self, imgPath): + self.path = imgPath + + def noiseDescriber(self): + image = cv2.imread(self.path, cv2.IMREAD_GRAYSCALE) + output = np.zeros(image.shape, np.uint8) + prob = 0.2 + thres = 1 - prob + # 遍历图像,获取叠加噪声后的图像 + for i in range(image.shape[0]): + for j in range(image.shape[1]): + rdn = random.random() + if rdn < prob: + # 添加胡椒噪声 + output[i][j] = 0 + elif rdn > thres: + # 添加食盐噪声 + output[i][j] = 255 + else: + # 不添加噪声 + output[i][j] = image[i][j] + cv2.imwrite("saved Img/out.bmp", output) + + def meanFilter(self): + image = cv2.imread(self.path, cv2.IMREAD_GRAYSCALE) + output = np.zeros(image.shape, np.uint8) + for i in range(image.shape[0]): + for j in range(image.shape[1]): + ij = 1 + for m in range(-1, 2): + if 0 <= j + m < image.shape[1]: + ij *= image[i][j + m] + output[i][j] = ij ** (1 / 3) + cv2.imwrite("saved Img/mean filter.bmp", output) + + def sortFilter(self): + def get_max(array): + length = len(array) + for i in range(length): + for j in range(i + 1, length): + if array[j] > array[i]: + temp = array[j] + array[j] = array[i] + array[i] = temp + return array[0] + + image = cv2.imread(self.path, cv2.IMREAD_GRAYSCALE) + output = np.zeros(image.shape, np.uint8) + array = [] + for i in range(image.shape[0]): + for j in range(image.shape[1]): + array.clear() + for m in range(-1, 2): + for n in range(-1, 2): + if 0 <= i + m < image.shape[0] and 0 <= j + n < image.shape[1]: + array.append(image[i + m][j + n]) + + output[i][j] = get_max(array) + cv2.imwrite("saved Img/sort filter.bmp", output) + + def selectiveFilter(self): + image = cv2.imread(self.path, cv2.IMREAD_GRAYSCALE) + output = np.zeros(image.shape, np.uint8) + minimum = 200 + for i in range(image.shape[0]): + for j in range(image.shape[1]): + if minimum < image[i][j]: + output[i][j] = image[i][j] + else: + output[i][j] = 0 + cv2.imwrite("saved Img/selective filter.bmp", output) diff --git a/SpatialSmoothing.py b/SpatialSmoothing.py new file mode 100644 index 0000000..b053e22 --- /dev/null +++ b/SpatialSmoothing.py @@ -0,0 +1,18 @@ +import cv2 + + +class spatial: + def __init__(self, img_path): + self.path = img_path + + def average_blur(self, ksize): + ksize = int(ksize) + img = cv2.imread(self.path) + avg_blur = cv2.blur(img, (ksize, ksize)) + cv2.imwrite("saved Img/avg_blur.bmp", avg_blur) + + def mid_blur(self, ksize): + ksize = int(ksize) + img = cv2.imread(self.path) + mid_blur = cv2.medianBlur(img, ksize) + cv2.imwrite("saved Img/mid_blur.bmp", mid_blur) diff --git a/__pycache__/DIP.cpython-36.pyc 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