Alias-Free Generative Adversarial Networks

Benchmark Model Rank Results
image-generation-on-afhqv2Alias-Free-T#2FID: 4.04EQ-T: 60.15EQ-R: 13.51
image-generation-on-afhqv2Alias-Free-R#3FID: 4.40EQ-T: 64.89EQ-R: 40.34
image-generation-on-afhqv2StyleGAN2#4FID: 4.62EQ-T: 13.83EQ-R: 11.50
image-generation-on-ffhq-1024-x-1024StyleGAN3-T#5FID: 2.79
image-generation-on-ffhq-1024-x-1024StyleGAN3-R#8FID: 3.07
image-generation-on-ffhq-uAlias-Free-R#1FID: 3.66EQ-T: 64.78EQ-R: 47.64
image-generation-on-ffhq-uAlias-Free-T#2FID: 3.67EQ-T: 61.69EQ-R: 13.95
image-generation-on-ffhq-uStyleGAN2 (70000 img, 1024^2, train from scratch)#3FID: 3.79EQ-T: 15.89EQ-R: 10.79
image-generation-on-ffhq-uStyleGAN2 + Rotation equiv. (Alias-Free-R)#4FID: 4.50EQ-T: 66.65EQ-R: 40.48
image-generation-on-ffhq-uStyleGAN2 + No noise inputs#5FID: 4.54EQ-T: 15.81EQ-R: 10.84
image-generation-on-ffhq-uStyleGAN2 + Flexible layers (Alias-Free-T)#6FID: 4.62EQ-T: 63.01EQ-R: 13.12
image-generation-on-ffhq-uStyleGAN2 + Transformed Fourier features#7FID: 4.64EQ-T: 45.20EQ-R: 10.61
image-generation-on-ffhq-uStyleGAN2 + Non-critical sampling#8FID: 4.78EQ-T: 43.90EQ-R: 10.84
image-generation-on-ffhq-uStyleGAN2 + Fourier features#9FID: 4.79EQ-T: 16.23EQ-R: 10.81
image-generation-on-ffhq-uStyleGAN2#10FID: 5.14
image-generation-on-ffhq-uStyleGAN2 + Simplified generator#11FID: 5.21EQ-T: 19.47EQ-R: 10.41
image-generation-on-ffhq-uStyleGAN2 + Boundaries & upsampling#12FID: 6.02EQ-T: 24.62EQ-R: 10.97
image-generation-on-ffhq-uStyleGAN2 + Filtered nonlinearities#13FID: 6.35EQ-T: 30.60EQ-R: 10.81