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Implement progressive U-Net

Open kaczmarj opened this issue 5 years ago • 0 comments

Progressive training has shown promising results in GANs (https://arxiv.org/pdf/1710.10196.pdf). Let's try this out with a U-Net. The general idea would be to begin training on low-resolution scans and progressively add mirrored layers to the model. We would probably have to start close to the latent space of the U-Net, because that is where images are at their lowest resolution. Layers would be added on either side of the latent space, until we reach our target resolution.

kaczmarj avatar May 30 '19 13:05 kaczmarj