Class-conditional image generation on ImageNet-LT (val)
21.29FIDStyleGAN2-ADA + NoisyTwins
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| StyleGAN2-ADA + NoisyTwinsArchitecture=StyleGAN2-ADA, Regularization=NoisyTwins2023.04 | 21.29 | — | — | — | — | — | — | — | — | |
| SG2+ADA+Noise+NoisyTwinsBase Model=StyleGAN2, Augmentation=ADA, Noise Augmentation=true, NoisyTwins Regularization=true2023.04 | 21.29 | — | — | — | — | 6.41 | 39.74 | 67 | 49 | |
| SG2+ADA+NoiseBase Model=StyleGAN2, Augmentation=ADA, Noise Augmentation=true2023.04 | 22.17 | — | — | — | — | 7.11 | 41.2 | 72 | 33 | |
| IC-GANResolution=642021.09 | 23.4 | 23.8 | 28 | 42.7 | 17.6 | — | — | — | — | |
| IC-GANResolution=2562021.09 | 23.4 | 20.6 | 32.4 | 60 | 51.7 | — | — | — | — | |
| ICGANArchitecture=ICGAN2023.04 | 23.4 | — | — | — | — | — | — | — | — | |
| SG2+ADA+gSRBase Model=StyleGAN2, Augmentation=ADA, Regularization=gSR2023.04 | 24.78 | — | — | — | — | 8.21 | 44.42 | 63 | 35 | |
| IC-GANResolution=1282021.09 | 24.9 | 24.3 | 31.4 | 53.6 | 32.5 | — | — | — | — | |
| BigGAN*Resolution=642021.09 | 28.1 | 28.8 | 32.8 | 48.4 | 16 | — | — | — | — | |
| BigGANArchitecture=BigGAN2023.04 | 28.1 | — | — | — | — | — | — | — | — | |
| BigGAN*Resolution=2562021.09 | 31.4 | 28.1 | 40.9 | 67.6 | 44.7 | — | — | — | — | |
| BigGAN*Resolution=1282021.09 | 35.4 | 34 | 43.5 | 64.4 | 24.9 | — | — | — | — | |
| StyleGAN2-ADAArchitecture=StyleGAN2-ADA2023.04 | 37.2 | — | — | — | — | — | — | — | — | |
| SG2+ADABase Model=StyleGAN2, Augmentation=ADA2023.04 | 37.2 | — | — | — | — | 11.04 | 47.41 | 54 | 38 | |
| SG2Base Model=StyleGAN22023.04 | 41.25 | — | — | — | — | 11.64 | 46.93 | 50 | 48 |