Here is a small literature review with a focus on video analytic system for inference rather than training.

Video analytics works

Real-time video analytics are super similar to video streaming. Definitely useful to learn about their work

Video streaming

Video dataset

CV works

Some work that

WEG CVPR ’17

Video coding for Machine IEEE Image Processing ’20

NLAM AAAI ’20

Rate-distortion autoencoder ICCV’19