Progressive Growing of GANs for Improved Quality, Stability, and Variation on ShortScience.org

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Progressive Growing of GANs for Improved Quality, Stability, and Variation
Karras, Tero and Aila, Timo and Laine, Samuli and Lehtinen, Jaakko
arXiv e-Print archive - 2017 via Local Bibsonomy
Keywords: dblp

Summaries/Notes 2

[link] Summary by Kirill Pevzner 6 years ago

Contribution
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1. New GAN training methodology - progressively going from low-res to hi-res, adding additional layers to the model.
https://i.imgur.com/2rQcnH1.png

2. When introducing new layers during training, it is gradually faded-in using a coefficient.
https://i.imgur.com/iuVaN1H.png

3. increasing variation of generated images by counting the standard deviation in the discriminator.




Datasets
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* CELEBA
* LSUN
* CIFAR10

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