我试图从OpenCV网站运行python示例:
http://docs.opencv.org/trunk/d7/d8b/tutorial_py_lucas_kanade.html
import numpy as np
import cv2
cap = cv2.VideoCapture('slow.flv')
# params for ShiTomasi corner detection
feature_params = dict( maxCorners = 100,
qualityLevel = 0.3,
minDistance = 7,
blockSize = 7 )
# Parameters for lucas kanade optical flow
lk_params = dict( winSize = (15,15),
maxLevel = 2,
criteria = (cv2.TERM_CRITERIA_EPS | cv2.TERM_CRITERIA_COUNT, 10, 0.03))
# Create some random colors
color = np.random.randint(0,255,(100,3))
# Take first frame and find corners in it
ret, old_frame = cap.read()
old_gray = cv2.cvtColor(old_frame, cv2.COLOR_BGR2GRAY)
p0 = cv2.goodFeaturesToTrack(old_gray, mask = None, **feature_params)
# Create a mask image for drawing purposes
mask = np.zeros_like(old_frame)
while(1):
ret,frame = cap.read()
frame_gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
# calculate optical flow
p1, st, err = cv2.calcOpticalFlowPyrLK(old_gray, frame_gray, p0, None, **lk_params)
# Select good points
good_new = p1[st==1]
good_old = p0[st==1]
# draw the tracks
for i,(new,old) in enumerate(zip(good_new,good_old)):
a,b = new.ravel()
c,d = old.ravel()
mask = cv2.line(mask, (a,b),(c,d), color[i].tolist(), 2)
frame = cv2.circle(frame,(a,b),5,color[i].tolist(),-1)
img = cv2.add(frame,mask)
cv2.imshow('frame',img)
k = cv2.waitKey(30) & 0xff
if k == 27:
break
# Now update the previous frame and previous points
old_gray = frame_gray.copy()
p0 = good_new.reshape(-1,1,2)
cv2.destroyAllWindows()
cap.release()
我使用Python 3来运行此示例
它可以工作但我的视频只有5-15秒,然后在下一个错误时停止:
回溯(最近一次呼叫最后一次):文件" o.py",第28行,in good_new = p1 [st == 1] TypeError:' NoneType'对象不可订阅
这个例子有什么不妥?
答案 0 :(得分:3)
如果所有光学流动对象(屏幕上的颜色点)都离开框架,则会发生这种情况。这样做 - 如果数组p1为空,再次找到特征然后计算光流。这应该有用。
在while循环中添加它(但它只是随着时间的推移用线填充整个屏幕):
if p1 is None:
p0 = cv2.goodFeaturesToTrack(old_gray, mask = None, **feature_params)
p1, st, err = cv2.calcOpticalFlowPyrLK(...., **lk_params)