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Can I use OpenCV to analyse video clips?

I am involved in martial arts and need to analyse video clips of karate athletes doing kata (A series of hand a and foot movements) , can I use OpenCV to do this?? It would be like image recognition only perhaps a little more detail as I want to detect certain arm and foot movements in a video. I would use this to compare two competitors etc.

Is this possible with OpenCV??

I am a software engineer with C++ experience.

Thanks