Rank	Method	FID	Inception score	Paper	Year-Month
1	BigGAN	9.6		Large Scale GAN Training for High Fidelity Natural Image Synthesis	2018-9
2	Self-attention	18.65	52.52	Self-Attention Generative Adversarial Networks	2018-5
3	Projection Discriminator	27.62	36.8	cGANs with Projection Discriminator	2018-2
4	AC-GAN		28.5	Conditional Image Synthesis With Auxiliary Classifier GANs	2016-10

Conditional Image Generation on ImageNet 128x128

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Rank	Method	FID	Inception score	Paper title	Year
1	BigGAN	9.6		Large Scale GAN Training for High Fidelity Natural Image Synthesis	2018
2	Self-attention	18.65	52.52	Self-Attention Generative Adversarial Networks	2018
3	Projection Discriminator	27.62	36.8	cGANs with Projection Discriminator	2018
4	AC-GAN		28.5	Conditional Image Synthesis With Auxiliary Classifier GANs	2016

Conditional Image Generation on ImageNet 128x128 Edit Add Remove