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Combine SAN with SBR about landmark-detection HOT 9 CLOSED

d-x-y avatar d-x-y commented on July 30, 2024
Combine SAN with SBR

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Comments (9)

D-X-Y avatar D-X-Y commented on July 30, 2024

Not yet. SAN costs maybe 20 hours to train a small network (CPM) and SBR is much slower than SAN due to the implementation of differentiable registration layer. Their combination will further slow down the training procedure, and thus we did not try this.

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keyxuliang avatar keyxuliang commented on July 30, 2024

I have a facial landmark detector network by myself. I want to combine the network with SBR to improve it's performance. As the SBR paper mentioned: you have tried regression network+SBR. Would you mind sharing a simple demo for that?
Thanks!

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D-X-Y avatar D-X-Y commented on July 30, 2024

I will discuss with my mentor about this, and let you know ASAP.

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keyxuliang avatar keyxuliang commented on July 30, 2024

Thank you very much.
What's the meaning of 'ASAP'?

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D-X-Y avatar D-X-Y commented on July 30, 2024

ASAP = as soon as possible

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keyxuliang avatar keyxuliang commented on July 30, 2024

Thanks! Looking forward to your sharing.

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D-X-Y avatar D-X-Y commented on July 30, 2024

Hi, @keyxuliang , I have discussed with my mentor. We can not release the regression model at this moment because our extension version is still under revision. If you want to use a regression-based detector, the simplest way is to use MobileNet backbone (https://github.com/tonylins/pytorch-mobilenet-v2/blob/master/MobileNetV2.py), and replace its classifier by a (number-of-points*2)-dimensional FC layer.

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keyxuliang avatar keyxuliang commented on July 30, 2024

Ok,I will try it.

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D-X-Y avatar D-X-Y commented on July 30, 2024

Please feel free to re-open it if need.

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