Reputation: 227
I am trying to set my opencv to make a heat map. I have it working for a set .mp4 file. However when i try to make it work using my webcam on a live feed it doesn't seem to like it. the problem it has is it says that the "index is out of range"
fr the following lines of code:
make_video('./frames/', './output.avi')
frame = cv2.imread(os.path.join(image_folder, images[0]))
The .py file is as follows:
import numpy as np
import cv2
import copy
from make_video import make_video
from progress.bar import Bar
def main():
capture = cv2.VideoCapture(0)
background_subtractor = cv2.bgsegm.createBackgroundSubtractorMOG()
length = int(capture.get(cv2.CAP_PROP_FRAME_COUNT))
bar = Bar('Processing Frames', max=length)
print(length)
short = length
first_iteration_indicator = 1
for i in range(0, short):
print(i)
ret, frame = capture.read()
# If first frame
if first_iteration_indicator == 1:
first_frame = copy.deepcopy(frame)
height, width = frame.shape[:2]
accum_image = np.zeros((height, width), np.uint8)
first_iteration_indicator = 0
else:
filter = background_subtractor.apply(frame) # remove the background
cv2.imwrite('./frame.jpg', frame)
cv2.imwrite('./diff-bkgnd-frame.jpg', filter)
threshold = 2
maxValue = 2
ret, th1 = cv2.threshold(filter, threshold, maxValue, cv2.THRESH_BINARY)
# add to the accumulated image
accum_image = cv2.add(accum_image, th1)
cv2.imwrite('./mask.jpg', accum_image)
color_image_video = cv2.applyColorMap(accum_image, cv2.COLORMAP_HOT)
video_frame = cv2.addWeighted(frame, 0.7, color_image_video, 0.7, 0)
name = "./frames/frame%d.jpg" % i
cv2.imwrite(name, video_frame)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
bar.next()
bar.finish()
make_video('./frames/', './output.avi')
color_image = cv2.applyColorMap(accum_image, cv2.COLORMAP_HOT)
result_overlay = cv2.addWeighted(first_frame, 0.7, color_image, 0.7, 0)
# save the final heatmap
cv2.imwrite('diff-overlay.jpg', result_overlay)
# cleanup
capture.release()
cv2.destroyAllWindows()
if __name__ == '__main__':
main()
in order to set it to the webcam i use capture = cv2.VideoCapture(0)
which causes the error above, however if i use a pre-saved .mp4 file like so capture = cv2.VideoCapture('vid.mp4') it works fine.Any ideas?
Upvotes: 0
Views: 105
Reputation: 21233
Problem:
When using your webcam with capture = cv2.VideoCapture(0)
; the line length = int(capture.get(cv2.CAP_PROP_FRAME_COUNT))
is not helpful. Because, when using a webcam capture.get(cv2.CAP_PROP_FRAME_COUNT)
returns -1.0
. And that means to say the number of frames does not apply when using webcam. It makes sense when using to read video, since it can find out the number of frames present in the video.
Solution:
I modified the existing code to use the webcam and removed the for
loop. I tested this code without make_video
. The results were as expected on analyzing them using cv2.imshow
(uncomment them to see it for yourself).
import cv2
capture = cv2.VideoCapture(0)
background_subtractor = cv2.bgsegm.createBackgroundSubtractorMOG()
threshold = 100
maxValue = 255
# for counting frames
i = 0
while True:
i = i + 1
ret, frame = capture.read()
if frame is None:
break
fgMask = background_subtractor.apply(frame)
ret, th1 = cv2.threshold(fgMask, threshold, maxValue, cv2.THRESH_BINARY)
blur = cv2.GaussianBlur(th1,(11,11), 9)
heat_map = cv2.applyColorMap(blur, cv2.COLORMAP_HOT)
video_hm = cv2.addWeighted(frame, 0.7, heat_map, 0.7, 0)
name = "./frames/frame%d.jpg" % i
cv2.imwrite(name, video_hm)
#cv2.imshow('Frame', frame)
#cv2.imshow('FG Mask', fgMask)
#cv2.imshow('Video OP', video_hm)
#cv2.imshow('Blur', blur)
keyboard = cv2.waitKey(30)
if keyboard == 'q' or keyboard == 27:
break
capture.release()
make_video('./frames/', './output.avi')
cv2.destroyAllWindows()
Upvotes: 2