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XGuider avatar XGuider commented on July 22, 2024

if i use gs.py for other network,whether i need change model?

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htwang14 avatar htwang14 commented on July 22, 2024

Thanks for your interest in our work. GAN training is unstable due to the minimax optimization process, and combining it with model compression makes it even more unstable due to the use of non-differentiable sparse constraints. Using the dense model for distillation stabilizes the training process and empirically achieves better results. You can definitely directly compress GAN without the dense model, but it won't achieve as good a performance, as shown in our ablation study.

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htwang14 avatar htwang14 commented on July 22, 2024

if i use gs.py for other network,whether i need change model?

Yes, you will need to replace CycleGAN (the model currently used) with your own network.

from gan-slimming.

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