帮我用python写实现视频处理光流的代码
时间: 2023-06-02 08:05:11 浏览: 96
光流法处理视频,光流法怎么做,matlab
5星 · 资源好评率100%
好的,以下是使用Python实现视频处理光流的示例代码:
```python
import cv2
cap = cv2.VideoCapture("video.mp4")
ret, frame1 = cap.read()
prvs = cv2.cvtColor(frame1,cv2.COLOR_BGR2GRAY)
hsv = np.zeros_like(frame1)
hsv[...,1] = 255
while(1):
ret, frame2 = cap.read()
if ret == False:
break
next = cv2.cvtColor(frame2,cv2.COLOR_BGR2GRAY)
flow = cv2.calcOpticalFlowFarneback(prvs,next, None, 0.5, 3, 15, 3, 5, 1.2, 0)
mag, ang = cv2.cartToPolar(flow[...,0], flow[...,1])
hsv[...,0] = ang*180/np.pi/2
hsv[...,2] = cv2.normalize(mag,None,0,255,cv2.NORM_MINMAX)
bgr = cv2.cvtColor(hsv,cv2.COLOR_HSV2BGR)
cv2.imshow('frame2',bgr)
k = cv2.waitKey(30) & 0xff
if k == 27:
break
prvs = next
cap.release()
cv2.destroyAllWindows()
```
该代码使用OpenCV库实现视频光流处理,可以应用于视频目标跟踪等场景。
阅读全文