Issue
I am trying to video stream from a 1920x1080 HD camera with 60fps,using opencv. The issue is not with the streaming but the memory leak, I am losing almost 6GB of my memory within the first minute of streaming. Please help me how to stop this.
from PySide.QtCore import *
from PySide.QtGui import *
import cv2
import sys
class MainApp(QWidget):
def __init__(self):
QWidget.__init__(self)
self.video_size = QSize(1920, 1080)
self.setup_ui()
self.setup_camera()
def setup_ui(self):
"""Initialize widgets.
"""
self.image_label = QLabel()
self.image_label.setFixedSize(self.video_size)
self.quit_button = QPushButton("Quit")
self.quit_button.clicked.connect(self.close)
self.main_layout = QVBoxLayout()
self.main_layout.addWidget(self.image_label)
self.main_layout.addWidget(self.quit_button)
self.setLayout(self.main_layout)
def setup_camera(self):
"""Initialize camera.
"""
self.capture = cv2.VideoCapture(0)
self.capture.set(cv2.CAP_PROP_FRAME_WIDTH, self.video_size.width())
self.capture.set(cv2.CAP_PROP_FRAME_HEIGHT, self.video_size.height())
self.timer = QTimer()
self.timer.timeout.connect(self.display_video_stream)
self.timer.start(30)
def display_video_stream(self):
"""Read frame from camera and repaint QLabel widget.
"""
_, frame = self.capture.read()
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
image = QImage(frame, frame.shape[1], frame.shape[0],
frame.strides[0], QImage.Format_RGB888)
self.image_label.setPixmap(QPixmap.fromImage(image))
if __name__ == "__main__":
app = QApplication(sys.argv)
win = MainApp()
win.show()
sys.exit(app.exec_())
EDIT
I found where the memory leak is self.timer.start(30) If I increase the time call , the memory leak is slower. Any suggestions how to stop the memory leak?
Solution
If anyone having the same issue, please import qimage2ndarray this library and add the following changes to the function display_video_stream
def display_video_stream(self):
"""Read frame from camera and repaint QLabel widget.
"""
_, frame = self.capture.read()
frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
# frame = cv2.flip(frame, 1)
image = qimage2ndarray.array2qimage(frame) #Solution for memory leak
self.image_label.setPixmap(QPixmap.fromImage(image))
Answered By - Raghavendra MG
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