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How to recognition gender based on the whole body using Deep learning?

I can identify gender using the face image. Is there any way to identify gender based on a whole human body? If yes, do anybody has pre dataset to train a model

SMPL eXpressive has a gender classifier based on the input image of the human body (and 2D keypoint detections).

We train a gender detector and use this to automatically determine what body model to use, either male, female or gender neutral.

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