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fandulu avatar fandulu commented on July 20, 2024

Hi, I think there could be three reasons for bad performance: (1) The good action prediction relies on good pose estimation but pose estimation usually contains a lot of noise; (2) The actions defined by others (e.g., JHMDB) may not suitable for your desired action; (3) In wild body-related (not hands) action recognition case, RGB information is quite useful and it significantly improves the action prediction performance, it may be better to just partially depend on body skeleton.

If you only have one person in the video, you may find some ideas at https://www.pyimagesearch.com/2019/07/15/video-classification-with-keras-and-deep-learning/. If you have multiple people, I personally think it might be better to follow AVA detection related works at https://research.google.com/ava/. If you are working on hand gestures, I think DD-Net should be helpful, even the camera may produce the 5 FPS video files, you can use frames in the past few seconds and with a little prediction delay.

from dd-net.

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