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Implement progressive U-Net #64

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kaczmarj opened this issue May 30, 2019 · 0 comments
Open

Implement progressive U-Net #64

kaczmarj opened this issue May 30, 2019 · 0 comments

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@kaczmarj
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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.

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