Hello friends, today we will design a very basic GUI that will use the Model-View-Controller approach for the video processing applications. The user can change blur and brightness of the video frames and take pictures to save images. Additional text labels are also part of this tutorial as shown in the code. You will notice how the code is reused here from the Tutorial 05 of PyQt5 learning series.
Requirements
cv2 pyshine numpy
pip3 install opencv-contrib-python
pip3 install pyshine==0.0.6
pip3 install numpy
pip3 install PyQt5
pip3 install imutils
To detect face, we require a cascasdeClassifier xml file. The main Python code is here, by default it will use the webcam of your pc to process video. For a video file, set the cam = False, and put a video file in the same folder as the Python code below. Also the xml file should be in the same folder as shown in the video.
Updated version with Start/Stop toggle button is added based on the suggestion from Ilker. This is the updated version 2.
process_version2.py
# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'process.ui'
#
# Created by: PyQt5 UI code generator 5.11.3
#
# WARNING! All changes made in this file will be lost!
#
# Subscribe to PyShine Youtube channel for more detail!
from PyQt5 import QtCore, QtGui, QtWidgets
from PyQt5.QtWidgets import QFileDialog
from PyQt5.QtGui import QImage
import cv2, imutils
import time
import numpy as np
import numpy as np
import cv2
import pyshine as ps
try:
faceCascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')
except Exception as e:
print('Warning...',e)
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(498, 522)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.gridLayout_2 = QtWidgets.QGridLayout(self.centralwidget)
self.gridLayout_2.setObjectName("gridLayout_2")
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setText("")
self.label.setPixmap(QtGui.QPixmap("images/H.png"))
self.label.setObjectName("label")
self.horizontalLayout.addWidget(self.label)
self.gridLayout = QtWidgets.QGridLayout()
self.gridLayout.setObjectName("gridLayout")
self.verticalSlider = QtWidgets.QSlider(self.centralwidget)
self.verticalSlider.setOrientation(QtCore.Qt.Vertical)
self.verticalSlider.setObjectName("verticalSlider")
self.gridLayout.addWidget(self.verticalSlider, 0, 0, 1, 1)
self.verticalSlider_2 = QtWidgets.QSlider(self.centralwidget)
self.verticalSlider_2.setOrientation(QtCore.Qt.Vertical)
self.verticalSlider_2.setObjectName("verticalSlider_2")
self.gridLayout.addWidget(self.verticalSlider_2, 0, 1, 1, 1)
self.label_2 = QtWidgets.QLabel(self.centralwidget)
self.label_2.setAlignment(QtCore.Qt.AlignCenter)
self.label_2.setObjectName("label_2")
self.gridLayout.addWidget(self.label_2, 1, 0, 1, 1)
self.label_3 = QtWidgets.QLabel(self.centralwidget)
self.label_3.setAlignment(QtCore.Qt.AlignCenter)
self.label_3.setObjectName("label_3")
self.gridLayout.addWidget(self.label_3, 1, 1, 1, 1)
self.horizontalLayout.addLayout(self.gridLayout)
self.gridLayout_2.addLayout(self.horizontalLayout, 0, 0, 1, 2)
self.horizontalLayout_2 = QtWidgets.QHBoxLayout()
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.pushButton = QtWidgets.QPushButton(self.centralwidget)
self.pushButton.setObjectName("pushButton")
self.horizontalLayout_2.addWidget(self.pushButton)
self.pushButton_2 = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_2.setObjectName("pushButton_2")
self.horizontalLayout_2.addWidget(self.pushButton_2)
self.gridLayout_2.addLayout(self.horizontalLayout_2, 1, 0, 1, 1)
spacerItem = QtWidgets.QSpacerItem(313, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.gridLayout_2.addItem(spacerItem, 1, 1, 1, 1)
MainWindow.setCentralWidget(self.centralwidget)
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.retranslateUi(MainWindow)
self.verticalSlider.valueChanged['int'].connect(self.brightness_value)
self.verticalSlider_2.valueChanged['int'].connect(self.blur_value)
self.pushButton_2.clicked.connect(self.loadImage)
self.pushButton.clicked.connect(self.savePhoto)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
# Added code here
self.filename = 'Snapshot '+str(time.strftime("%Y-%b-%d at %H.%M.%S %p"))+'.png' # Will hold the image address location
self.tmp = None # Will hold the temporary image for display
self.brightness_value_now = 0 # Updated brightness value
self.blur_value_now = 0 # Updated blur value
self.fps=0
self.started = False
def loadImage(self):
""" This function will load the camera device, obtain the image
and set it to label using the setPhoto function
"""
if self.started:
self.started=False
self.pushButton_2.setText('Start')
else:
self.started=True
self.pushButton_2.setText('Stop')
cam = True # True for webcam
if cam:
vid = cv2.VideoCapture(0)
else:
vid = cv2.VideoCapture('video.mp4')
cnt=0
frames_to_count=20
st = 0
fps=0
while(vid.isOpened()):
QtWidgets.QApplication.processEvents()
img, self.image = vid.read()
self.image = imutils.resize(self.image ,height = 480 )
gray = cv2.cvtColor(self.image, cv2.COLOR_BGR2GRAY)
try:
faces = faceCascade.detectMultiScale(
gray,
scaleFactor=1.15,
minNeighbors=7,
minSize=(80, 80),
flags=cv2.CASCADE_SCALE_IMAGE)
for (x, y, w, h) in faces:
cv2.rectangle(self.image, (x, y), (x + w, y + h), (10, 228,220), 5)
except Exception as e:
pass
if cnt == frames_to_count:
try: # To avoid divide by 0 we put it in try except
print(frames_to_count/(time.time()-st),'FPS')
self.fps = round(frames_to_count/(time.time()-st))
st = time.time()
cnt=0
except:
pass
cnt+=1
self.update()
key = cv2.waitKey(1) & 0xFF
if self.started==False:
break
print('Loop break')
def setPhoto(self,image):
""" This function will take image input and resize it
only for display purpose and convert it to QImage
to set at the label.
"""
self.tmp = image
image = imutils.resize(image,width=640)
frame = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
image = QImage(frame, frame.shape[1],frame.shape[0],frame.strides[0],QImage.Format_RGB888)
self.label.setPixmap(QtGui.QPixmap.fromImage(image))
def brightness_value(self,value):
""" This function will take value from the slider
for the brightness from 0 to 99
"""
self.brightness_value_now = value
print('Brightness: ',value)
self.update()
def blur_value(self,value):
""" This function will take value from the slider
for the blur from 0 to 99 """
self.blur_value_now = value
print('Blur: ',value)
self.update()
def changeBrightness(self,img,value):
""" This function will take an image (img) and the brightness
value. It will perform the brightness change using OpenCv
and after split, will merge the img and return it.
"""
hsv = cv2.cvtColor(img,cv2.COLOR_BGR2HSV)
h,s,v = cv2.split(hsv)
lim = 255 - value
v[v>lim] = 255
v[v<=lim] += value
final_hsv = cv2.merge((h,s,v))
img = cv2.cvtColor(final_hsv,cv2.COLOR_HSV2BGR)
return img
def changeBlur(self,img,value):
""" This function will take the img image and blur values as inputs.
After perform blur operation using opencv function, it returns
the image img.
"""
kernel_size = (value+1,value+1) # +1 is to avoid 0
img = cv2.blur(img,kernel_size)
return img
def update(self):
""" This function will update the photo according to the
current values of blur and brightness and set it to photo label.
"""
img = self.changeBrightness(self.image,self.brightness_value_now)
img = self.changeBlur(img,self.blur_value_now)
# Here we add display text to the image
text = 'FPS: '+str(self.fps)
img = ps.putBText(img,text,text_offset_x=20,text_offset_y=30,vspace=20,hspace=10, font_scale=1.0,background_RGB=(10,20,222),text_RGB=(255,255,255))
text = str(time.strftime("%H:%M %p"))
img = ps.putBText(img,text,text_offset_x=self.image.shape[1]-180,text_offset_y=30,vspace=20,hspace=10, font_scale=1.0,background_RGB=(228,20,222),text_RGB=(255,255,255))
text = f"Brightness: {self.brightness_value_now}"
img = ps.putBText(img,text,text_offset_x=80,text_offset_y=425,vspace=20,hspace=10, font_scale=1.0,background_RGB=(20,210,4),text_RGB=(255,255,255))
text = f'Blur: {self.blur_value_now}: '
img = ps.putBText(img,text,text_offset_x=self.image.shape[1]-200,text_offset_y=425,vspace=20,hspace=10, font_scale=1.0,background_RGB=(210,20,4),text_RGB=(255,255,255))
self.setPhoto(img)
def savePhoto(self):
""" This function will save the image"""
self.filename = 'Snapshot '+str(time.strftime("%Y-%b-%d at %H.%M.%S %p"))+'.png'
cv2.imwrite(self.filename,self.tmp)
print('Image saved as:',self.filename)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "PyShine video process"))
self.pushButton_2.setText(_translate("MainWindow", "Start"))
self.label_2.setText(_translate("MainWindow", "Brightness"))
self.label_3.setText(_translate("MainWindow", "Blur"))
self.pushButton.setText(_translate("MainWindow", "Take picture"))
# Subscribe to PyShine Youtube channel for more detail!
# WEBSITE: www.pyshine.com
if __name__ == "__main__":
import sys
app = QtWidgets.QApplication(sys.argv)
MainWindow = QtWidgets.QMainWindow()
ui = Ui_MainWindow()
ui.setupUi(MainWindow)
MainWindow.show()
sys.exit(app.exec_())
Following is the old version 1.
process_version1.py
# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'process.ui'
#
# Created by: PyQt5 UI code generator 5.11.3
#
# WARNING! All changes made in this file will be lost!
#
# Subscribe to PyShine Youtube channel for more detail!
from PyQt5 import QtCore, QtGui, QtWidgets
from PyQt5.QtWidgets import QFileDialog
from PyQt5.QtGui import QImage
import cv2, imutils
import time
import numpy as np
faceCascade = cv2.CascadeClassifier('haarcascade_frontalface_default.xml')
import numpy as np
import cv2
import pyshine as ps
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(498, 522)
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.gridLayout_2 = QtWidgets.QGridLayout(self.centralwidget)
self.gridLayout_2.setObjectName("gridLayout_2")
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.label = QtWidgets.QLabel(self.centralwidget)
self.label.setText("")
self.label.setPixmap(QtGui.QPixmap("images/H.png"))
self.label.setObjectName("label")
self.horizontalLayout.addWidget(self.label)
self.gridLayout = QtWidgets.QGridLayout()
self.gridLayout.setObjectName("gridLayout")
self.verticalSlider = QtWidgets.QSlider(self.centralwidget)
self.verticalSlider.setOrientation(QtCore.Qt.Vertical)
self.verticalSlider.setObjectName("verticalSlider")
self.gridLayout.addWidget(self.verticalSlider, 0, 0, 1, 1)
self.verticalSlider_2 = QtWidgets.QSlider(self.centralwidget)
self.verticalSlider_2.setOrientation(QtCore.Qt.Vertical)
self.verticalSlider_2.setObjectName("verticalSlider_2")
self.gridLayout.addWidget(self.verticalSlider_2, 0, 1, 1, 1)
self.label_2 = QtWidgets.QLabel(self.centralwidget)
self.label_2.setAlignment(QtCore.Qt.AlignCenter)
self.label_2.setObjectName("label_2")
self.gridLayout.addWidget(self.label_2, 1, 0, 1, 1)
self.label_3 = QtWidgets.QLabel(self.centralwidget)
self.label_3.setAlignment(QtCore.Qt.AlignCenter)
self.label_3.setObjectName("label_3")
self.gridLayout.addWidget(self.label_3, 1, 1, 1, 1)
self.horizontalLayout.addLayout(self.gridLayout)
self.gridLayout_2.addLayout(self.horizontalLayout, 0, 0, 1, 2)
self.horizontalLayout_2 = QtWidgets.QHBoxLayout()
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.pushButton = QtWidgets.QPushButton(self.centralwidget)
self.pushButton.setObjectName("pushButton")
self.horizontalLayout_2.addWidget(self.pushButton)
self.pushButton_2 = QtWidgets.QPushButton(self.centralwidget)
self.pushButton_2.setObjectName("pushButton_2")
self.horizontalLayout_2.addWidget(self.pushButton_2)
self.gridLayout_2.addLayout(self.horizontalLayout_2, 1, 0, 1, 1)
spacerItem = QtWidgets.QSpacerItem(313, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.gridLayout_2.addItem(spacerItem, 1, 1, 1, 1)
MainWindow.setCentralWidget(self.centralwidget)
self.statusbar = QtWidgets.QStatusBar(MainWindow)
self.statusbar.setObjectName("statusbar")
MainWindow.setStatusBar(self.statusbar)
self.retranslateUi(MainWindow)
self.verticalSlider.valueChanged['int'].connect(self.brightness_value)
self.verticalSlider_2.valueChanged['int'].connect(self.blur_value)
self.pushButton_2.clicked.connect(self.loadImage)
self.pushButton.clicked.connect(self.savePhoto)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
# Added code here
self.filename = 'Snapshot '+str(time.strftime("%Y-%b-%d at %H.%M.%S %p"))+'.png' # Will hold the image address location
self.tmp = None # Will hold the temporary image for display
self.brightness_value_now = 0 # Updated brightness value
self.blur_value_now = 0 # Updated blur value
self.fps=0
def loadImage(self):
""" This function will load the camera device, obtain the image
and set it to label using the setPhoto function
"""
cam = True # True for webcam
if cam:
vid = cv2.VideoCapture(0)
else:
vid = cv2.VideoCapture('video.mp4') # place path to your video file here
cnt=0
frames_to_count=20
st = 0
fps=0
while(vid.isOpened()):
QtWidgets.QApplication.processEvents()
img, self.image = vid.read()
self.image = imutils.resize(self.image ,height = 480 )
gray = cv2.cvtColor(self.image, cv2.COLOR_BGR2GRAY)
faces = faceCascade.detectMultiScale(
gray,
scaleFactor=1.15,
minNeighbors=7,
minSize=(80, 80),
flags=cv2.CASCADE_SCALE_IMAGE)
for (x, y, w, h) in faces:
cv2.rectangle(self.image, (x, y), (x + w, y + h), (10, 228,220), 5)
if cnt == frames_to_count:
try: # To avoid divide by 0 we put it in try except
print(frames_to_count/(time.time()-st),'FPS')
self.fps = round(frames_to_count/(time.time()-st))
st = time.time()
cnt=0
except:
pass
cnt+=1
self.update()
key = cv2.waitKey(1) & 0xFF
if key == ord("q"):
break
def setPhoto(self,image):
""" This function will take image input and resize it
only for display purpose and convert it to QImage
to set at the label.
"""
self.tmp = image
image = imutils.resize(image,width=640)
frame = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)
image = QImage(frame, frame.shape[1],frame.shape[0],frame.strides[0],QImage.Format_RGB888)
self.label.setPixmap(QtGui.QPixmap.fromImage(image))
def brightness_value(self,value):
""" This function will take value from the slider
for the brightness from 0 to 99
"""
self.brightness_value_now = value
print('Brightness: ',value)
self.update()
def blur_value(self,value):
""" This function will take value from the slider
for the blur from 0 to 99 """
self.blur_value_now = value
print('Blur: ',value)
self.update()
def changeBrightness(self,img,value):
""" This function will take an image (img) and the brightness
value. It will perform the brightness change using OpenCv
and after split, will merge the img and return it.
"""
hsv = cv2.cvtColor(img,cv2.COLOR_BGR2HSV)
h,s,v = cv2.split(hsv)
lim = 255 - value
v[v>lim] = 255
v[v<=lim] += value
final_hsv = cv2.merge((h,s,v))
img = cv2.cvtColor(final_hsv,cv2.COLOR_HSV2BGR)
return img
def changeBlur(self,img,value):
""" This function will take the img image and blur values as inputs.
After perform blur operation using opencv function, it returns
the image img.
"""
kernel_size = (value+1,value+1) # +1 is to avoid 0
img = cv2.blur(img,kernel_size)
return img
def update(self):
""" This function will update the photo according to the
current values of blur and brightness and set it to photo label.
"""
img = self.changeBrightness(self.image,self.brightness_value_now)
img = self.changeBlur(img,self.blur_value_now)
# Here we add display text to the image
text = 'FPS: '+str(self.fps)
img = ps.putBText(img,text,text_offset_x=20,text_offset_y=30,vspace=20,hspace=10, font_scale=1.0,background_RGB=(10,20,222),text_RGB=(255,255,255))
text = str(time.strftime("%H:%M %p"))
img = ps.putBText(img,text,text_offset_x=self.image.shape[1]-180,text_offset_y=30,vspace=20,hspace=10, font_scale=1.0,background_RGB=(228,20,222),text_RGB=(255,255,255))
text = f"Brightness: {self.brightness_value_now}"
img = ps.putBText(img,text,text_offset_x=80,text_offset_y=425,vspace=20,hspace=10, font_scale=1.0,background_RGB=(20,210,4),text_RGB=(255,255,255))
text = f'Blur: {self.blur_value_now}: '
img = ps.putBText(img,text,text_offset_x=self.image.shape[1]-200,text_offset_y=425,vspace=20,hspace=10, font_scale=1.0,background_RGB=(210,20,4),text_RGB=(255,255,255))
self.setPhoto(img)
def savePhoto(self):
""" This function will save the image"""
self.filename = 'Snapshot '+str(time.strftime("%Y-%b-%d at %H.%M.%S %p"))+'.png'
cv2.imwrite(self.filename,self.tmp)
print('Image saved as:',self.filename)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "PyShine video process"))
self.pushButton_2.setText(_translate("MainWindow", "Start"))
self.label_2.setText(_translate("MainWindow", "Brightness"))
self.label_3.setText(_translate("MainWindow", "Blur"))
self.pushButton.setText(_translate("MainWindow", "Take picture"))
# Subscribe to PyShine Youtube channel for more detail!
# WEBSITE: www.pyshine.com
if __name__ == "__main__":
import sys
app = QtWidgets.QApplication(sys.argv)
MainWindow = QtWidgets.QMainWindow()
ui = Ui_MainWindow()
ui.setupUi(MainWindow)
MainWindow.show()
sys.exit(app.exec_())
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