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Added spectral normalization for UNet_256 G and NLayer D#750

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siddhartha-iitd wants to merge 1 commit intojunyanz:masterfrom
siddhartha-iitd:add_spectral_norm
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Added spectral normalization for UNet_256 G and NLayer D#750
siddhartha-iitd wants to merge 1 commit intojunyanz:masterfrom
siddhartha-iitd:add_spectral_norm

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@siddhartha-iitd
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Based on Spectral Normalization (https://arxiv.org/abs/1802.05957), added support for spectral_norm in both Generator and Discriminator. This really helped in stabilizing cyclegan training and preventing model going into mode collapse. Hope it helps the community!

@junyanz
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junyanz commented Sep 3, 2019

I will leave @taesungp for code review. Would it be better to add spectral norm as an option for --norm rather than add new generators and discriminators?

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