OpenCV灰度转换错误
我正在尝试在OpenCV中打开一个视频源文件进行处理。我正在按照这里的教程进行操作:http://docs.opencv.org/trunk/doc/py_tutorials/py_video/py_lucas_kanade/py_lucas_kanade.html#lucas-kanade
每次我尝试打开一个.avi格式的视频文件进行处理时,都会收到以下错误:
Traceback (most recent call last):
File "C:\Users\Adam\Desktop\LastProjectAI\sources\samples\python2\lines.py", line 22, in <module>
old_gray = cv2.cvtColor(old_frame, cv2.COLOR_BGR2GRAY)
error: ..\..\..\src\opencv\modules\imgproc\src\color.cpp:3402: error: (-215) scn == 3 || scn == 4
我从其他帖子中了解到,当源视频文件的通道数不是3或4时,会出现这样的错误。不过,我使用的是OpenCV教程提供的视频,所以我不明白为什么它们会无法工作。
这是我正在使用的完整代码:
import numpy as np
import cv2
cap = cv2.VideoCapture('walking.avi')
# 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()
需要注意以下几点:
- 我在Windows 8上使用Python编辑器IDLE。
- 我尝试加载的视频文件和Python文件在同一个文件夹里。
我尝试了多个视频文件,但都没有成功。有没有人能给我一些建议,帮我解决这个错误?
编辑:
我可以在从视频捕获对象读取帧后直接显示它。但是,如果我尝试在绘制轨迹的for循环之后加载帧,就会出现这个错误:
OpenCV Error: Bad flag (parameter or structure field) (Unrecognized or unsupported array type) in cvGetMat, file /build/buildd/opencv-2.4.5+dfsg/modules/core/src/array.cpp, line 2482
Traceback (most recent call last):
File "prac.py", line 55, in <module>
cv2.imshow('frame2', frame)
cv2.error: /build/buildd/opencv-2.4.5+dfsg/modules/core/src/array.cpp:2482: error: (-206) Unrecognized or unsupported array type in function cvGetMat
1 个回答
1
我觉得这个程序找不到你的录像文件。每次你尝试加载视频或图片文件时,记得加一个if条件
来检查视频或图片是否成功加载。
如果帧数据是空的
-->> 打印 "帧是空的"
如果你想确保视频的某一帧已经成功加载,可以在加载后立即尝试显示这帧,但别忘了在imshow语句
后面加上waitKey(0)
。
首先检查一下视频帧是否加载成功,然后告诉我们结果。