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Even I am working on the same problem. The link that you are using always gives a incorrect label. So I tried using the code from this website This gives 100% accuracy for offline training and testing because it does all preprocessing.

I have one question to ask. How to did you get the name displayed for you and pitt(for ex) in the video? I wanted to know how tagging is done? I am uable to tag people in videos. Can you please share your code?