Image Generation on CIFAR-10 (20% data)
10.26Inception ScoreOmniGAN (d=1024) + ADA + CHAIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OmniGAN (d=1024) + ADA + CHAINBackbone=OmniGAN, Massive Augmentation=true2024.03 | 10.26 | 3.98 | 7.93 | — | |
| OmniGAN + LCSA + ADAd'=1024, Augmentation=ADA2021.12 | 10.12 | 4.48 | 8.41 | — | |
| OmniGAN + LCSAd'=10242021.12 | 9.97 | 5.15 | 9.01 | — | |
| OmniGAN + LCSA + DAd'=1024, Augmentation=DA2021.12 | 9.93 | 5.01 | 8.89 | — | |
| OmniGAN (d=1024) + CHAINBackbone=OmniGAN, Massive Augmentation=false2024.03 | 9.92 | 4.78 | 8.68 | — | |
| OmniGAN (d=1024) + DABackbone=OmniGAN, Massive Augmentation=true2024.03 | 9.49 | 13.45 | 17.27 | — | |
| OmniGAN + DAd'=1024, Augmentation=DA2021.12 | 9.47 | 13.56 | 17.34 | — | |
| OmniGAN + ADAd'=1024, Augmentation=ADA2021.12 | 9.44 | 27.2 | 31.05 | — | |
| OmniGAN (d=1024) + ADABackbone=OmniGAN, Massive Augmentation=true2024.03 | 9.41 | 27.04 | 30.58 | — | |
| LeCam + DA + CHAINBackbone=BigGAN, Massive Augmentation=true2024.03 | 9.27 | 5.92 | 9.9 | — | |
| BigGAN + LCSA + DAd'=256, Augmentation=DA2021.12 | 9.08 | 7.29 | 11.31 | — | |
| BigGAN + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 9.05 | 7.53 | 11.46 | — | |
| BigGAN + LCSA + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 9.04 | 6.95 | 10.95 | — | |
| LeCam + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 9.01 | 8.53 | 12.47 | — | |
| BigGAN + LCSAd'=2562021.12 | 8.99 | 8.72 | 12.73 | — | |
| BigGAN (d=256) + CHAINBackbone=BigGAN, Massive Augmentation=false2024.03 | 8.98 | 8.15 | 12.12 | — | |
| BigGAN + LeCamd'=256, Loss=LeCam2021.12 | 8.96 | 11.32 | 15.25 | — | |
| BigGAN + DAd'=256, Augmentation=DA2021.12 | 8.95 | 9.38 | 13.26 | — | |
| BigGAN (d=256) + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 8.95 | 9.38 | 13.26 | — | |
| BigGAN (d=256) + LeCamBackbone=BigGAN, Massive Augmentation=false2024.03 | 8.95 | 11.34 | 15.25 | — | |
| BigGAN + DiffAug + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=DiffAug2022.11 | 8.89 | — | — | 13.01 | |
| BigGAN + RLCRegularization=RLC2021.04 | 8.78 | — | — | — | |
| BigGAN (d=256)Backbone=BigGAN, Massive Augmentation=false2024.03 | 8.74 | 16.2 | 20.27 | — | |
| BigGANd'=2562021.12 | 8.7 | 16.25 | 20.37 | — | |
| BigGAN + DiffAugArchitecture=BigGAN, Regularization=None, Data Augmentation=DiffAug2022.11 | 8.66 | — | — | 14.51 | |
| OmniGAN (d=1024)Backbone=OmniGAN, Massive Augmentation=false2024.03 | 8.64 | 36.75 | 41.17 | — | |
| OmniGANd'=10242021.12 | 8.62 | 37.86 | 42.18 | — | |
| RaHinge GAN2021.04 | 8.52 | — | — | — | |
| BigGAN2021.04 | 8.52 | — | — | — | |
| LS-GAN2021.04 | 8.5 | — | — | — | |
| BigGAN + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=None2022.11 | 8.4 | — | — | 17.11 | |
| Non-saturated GAN2021.04 | 8.36 | — | — | — | |
| BigGANArchitecture=BigGAN, Regularization=None, Data Augmentation=None2022.11 | 8.26 | — | — | 21.38 | |
| SNGAN + DigGANArchitecture=SNGAN, Regularization=DigGAN, Data Augmentation=None2022.11 | 7.78 | — | — | 22.27 | |
| SNGANArchitecture=SNGAN, Regularization=None, Data Augmentation=None2022.11 | 7.24 | — | — | 30.69 | |
| BigGAN (d=256) + DigGAN + DABackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | 13.01 | — | |
| DA (Baseline)Backbone=BigGAN2024.03 | — | — | — | 14.53 | |
| DA + KD (CLIP)Backbone=BigGAN2024.03 | — | — | — | 13.7 | |
| DA + VkDBackbone=BigGAN, Whitening=false2024.03 | — | — | — | 10.94 | |
| DA + VkDBackbone=BigGAN, Whitening=true2024.03 | — | — | — | 10.24 | |
| KD-DLGANBackbone=BigGAN2024.03 | — | — | — | 11.01 | |
| LeCam + DA + KDDLGANBackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | 11.15 | — |