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zjsh_yolov11/LK/GMM_video.py

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2025-09-05 14:29:33 +08:00
import cv2
import numpy as np
# 创建背景建模器 (MOG2)
bg_subtractor = cv2.createBackgroundSubtractorMOG2(history=500, varThreshold=16, detectShadows=True)
cap = cv2.VideoCapture("your_video.mp4") # 或者用图片序列
while True:
ret, frame = cap.read()
if not ret:
break
# 应用背景建模器
fg_mask = bg_subtractor.apply(frame)
# 获取背景图像
bg_image = bg_subtractor.getBackgroundImage()
# 显示
cv2.imshow("Frame", frame)
cv2.imshow("Foreground Mask", fg_mask)
if bg_image is not None:
cv2.imshow("Background Model", bg_image)
if cv2.waitKey(30) & 0xFF == 27:
break
cap.release()
cv2.destroyAllWindows()