How can I use OpenCV for video analysis?
You can use OpenCV to process video frames, detect objects, and analyze motion. What specific analysis are you interested in?
I want to detect moving objects in a video stream.
You can use background subtraction methods in OpenCV, like MOG2 or KNN, to detect moving objects. Would you like a code example?
Yes, please provide a code example for MOG2.
Here's a simple example:
import cv2
cap = cv2.VideoCapture('video.mp4')
fgbg = cv2.createBackgroundSubtractorMOG2()
while True:
ret, frame = cap.read()
if not ret:
break
fgmask = fgbg.apply(frame)
cv2.imshow('Frame', frame)
cv2.imshow('FG Mask', fgmask)
if cv2.waitKey(30) & 0xFF == 27:
break
cap.release()
cv2.destroyAllWindows()
This will show the original video and the foreground mask.
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