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Have you considered using an already trained open source pose model? Something like openpose would work. Then you could have estimated "boxes" relative to the top of the torso and the head cut in half, where the bottom half flags it as a low guard for example. This approach would be more accurate and easier than making a whole new model for a specific necessity, though there is the problem that the dataset used for this may lack people in things like gloves or martial arts equipment.
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