Why is the video analytics accuracy fluctuating, and what can we do about it?. (arXiv:2208.12644v1 [cs.CV])

It is a common practice to think of a video as a sequence of images (frames),
and re-use deep neural network models that are trained only on images for
similar analytics tasks on videos. In this paper, we show that this leap of
faith that deep learning models that work well on images will also work well on
videos is actually flawed. We show that even when a video camera is viewing a
scene that is not changing in any …

accuracy analytics arxiv cv video