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What is the purpose of the U-Net generator?

Open sgoerttler opened this issue 6 years ago • 2 comments

Hello, currently I am implementing the CycleGAN with the Resnet generator for a medical application, and it yields very good results! However, what is the purpose of the U-Net generator in the code? Does it work for image translation tasks, and if so, how do I get it to work? I tried it out, and it does not work at all for my case. As far as I know the U-Net is only used for segmentation tasks.

sgoerttler avatar Jan 03 '19 10:01 sgoerttler

I have the same doubt

luistelmocosta avatar Oct 18 '19 11:10 luistelmocosta

For my idea, encoder-decoder without skip connection may be more suitable for the style transfer task with unpaired datasets because the texture detail may not be key points in some cases. The U-Net may be great for paired datasets because it can supplement some feature information from different levels in the encoder.

uceclz0 avatar Jul 19 '21 14:07 uceclz0