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From what I understand as to why this is happening is because you are using weights of top while testing bottom part of the body. For testing bottom, you need to provide bottom weights, but they are sadly not released by the author. However, you can train model for bottom part as well by.
Collect bottom dataset and process using the code provided.
Start training just change config parameter body part from top to bottom and rest of the parameters stay same.
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