Yes, but I mean if you analyze video as individual frames, you can't declare "we do video analysis", because video is completely different domain.

There're papers like [1] where CNN output is used as input for RNN, which performs deeper context analysis. Results aren't exciting, though.

[1] http://cs231n.stanford.edu/reports2016/221_Report.pdf