The output video for me is blank.

If I do cv2.imshow("face", image) it won't show any windows.
If i do cv2.imwrite("frames/%s.jpg" % time.time(), image) i can see that frames are being processed, inference time cost is ~0.42.

Tested on Ubuntu 16 machine with no GPU.
Is GPU a requirement?