Top-k Training of GANs: Improving GAN Performance by Throwing Away Bad Samples

Neural Information Processing Systems 

We also apply our method to recent GAN variants and improve state-of-the-art FID for conditional generation from 9.21 to 8.57 on CIFAR-10.

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