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wang21jun avatar wang21jun commented on May 17, 2024

SOTA backbones model : models which are trained by the SOTA backbones with the same head, i.e. MV-Softmax.
SOTA heads model : models which are trained by the SOTA heads with the same backbone, i.e. MobileFaceNet.

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buimanhlinh96 avatar buimanhlinh96 commented on May 17, 2024

@wang21jun I got it!
Thank you for your clear answer.

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buimanhlinh96 avatar buimanhlinh96 commented on May 17, 2024

If I just want to train head, not re-train the backbone in my custom dataset. How can i solve it?

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vietth-bka avatar vietth-bka commented on May 17, 2024

If I just want to train head, not re-train the backbone in my custom dataset. How can i solve it?

You can search keyword freezing backbone pytorch.
Specifically, you can set requires_grad = False for the whole learnable parameters of the backbone. But the easiest way is just putting the parameters of head into the optimizer but not the params of backbone.

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buimanhlinh96 avatar buimanhlinh96 commented on May 17, 2024

@vietth-bka thank you!

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