Image Generation on CIFAR-10 (10% data)
10.1Inception ScoreOmniGAN (d=1024) + ADA + CHAIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OmniGAN (d=1024) + ADA + CHAINBackbone=OmniGAN, Massive Augmentation=true2024.03 | 10.1 | — | 6.22 | 10.09 | |
| OmniGAN + LCSA + ADAd'=1024, Augmentation=ADA2021.12 | 10.04 | — | 6.45 | 10.39 | |
| OmniGAN (d=1024) + CHAINBackbone=OmniGAN, Massive Augmentation=false2024.03 | 9.85 | — | 6.81 | 10.64 | |
| OmniGAN + LCSA + DAd'=1024, Augmentation=DA2021.12 | 9.75 | — | 7.46 | 11.35 | |
| OmniGAN + LCSAd'=10242021.12 | 9.74 | — | 7.66 | 11.47 | |
| OmniGAN (d=1024) + DABackbone=OmniGAN, Massive Augmentation=true2024.03 | 8.99 | — | 19.45 | 23.48 | |
| BigGAN + LCSA + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 8.96 | — | 10.05 | 13.88 | |
| OmniGAN + DAd'=1024, Augmentation=DA2021.12 | 8.96 | — | 19.59 | 23.6 | |
| LeCam + DA + CHAINBackbone=BigGAN, Massive Augmentation=true2024.03 | 8.96 | — | 8.54 | 12.51 | |
| BigGAN + LCSA + DAd'=256, Augmentation=DA2021.12 | 8.86 | — | 10.86 | 14.78 | |
| BigGAN + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 8.84 | — | 12.15 | 15.92 | |
| LeCam + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 8.81 | — | 12.64 | 16.42 | |
| BigGAN + LCSAd'=2562021.12 | 8.74 | — | 12.36 | 16.46 | |
| BigGAN + DAd'=256, Augmentation=DA2021.12 | 8.65 | — | 18.35 | 22.04 | |
| BigGAN (d=256) + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 8.65 | — | 18.35 | 22.04 | |
| BigGAN (d=256) + CHAINBackbone=BigGAN, Massive Augmentation=false2024.03 | 8.63 | — | 12.02 | 16 | |
| BigGAN + LeCamd'=256, Loss=LeCam2021.12 | 8.5 | — | 26.3 | 30.55 | |
| BigGAN (d=256) + LeCamBackbone=BigGAN, Massive Augmentation=false2024.03 | 8.44 | — | 28.36 | 33.65 | |
| BigGAN + DiffAug + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=DiffAug2022.11 | 8.32 | 17.87 | — | — | |
| BigGAN (d=256)Backbone=BigGAN, Massive Augmentation=false2024.03 | 8.24 | — | 31.45 | 35.59 | |
| BigGANd'=2562021.12 | 8.2 | — | 31.42 | 35.58 | |
| BigGAN + DiffAugArchitecture=BigGAN, Regularization=None, Data Augmentation=DiffAug2022.11 | 8.19 | 23.65 | — | — | |
| BigGAN + RLCRegularization=RLC2021.04 | 7.97 | — | — | — | |
| BigGAN + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=None2022.11 | 7.89 | 23.75 | — | — | |
| OmniGAN (d=1024) + ADABackbone=OmniGAN, Massive Augmentation=true2024.03 | 7.86 | — | 40.05 | 44.01 | |
| Non-saturated GAN2021.04 | 7.8 | — | — | — | |
| OmniGAN + ADAd'=1024, Augmentation=ADA2021.12 | 7.72 | — | 41.82 | 45.36 | |
| BigGANArchitecture=BigGAN, Regularization=None, Data Augmentation=None2022.11 | 7.62 | 36.35 | — | — | |
| SNGAN + DigGANArchitecture=SNGAN, Regularization=DigGAN, Data Augmentation=None2022.11 | 7.36 | 29.43 | — | — | |
| LS-GAN2021.04 | 7.33 | — | — | — | |
| BigGAN2021.04 | 7.09 | — | — | — | |
| RaHinge GAN2021.04 | 6.84 | — | — | — | |
| OmniGAN (d=1024)Backbone=OmniGAN, Massive Augmentation=false2024.03 | 6.69 | — | 53.02 | 57.68 | |
| OmniGANd'=10242021.12 | 6.59 | — | 54.04 | 58.71 | |
| SNGANArchitecture=SNGAN, Regularization=None, Data Augmentation=None2022.11 | 6.39 | 47.08 | — | — | |
| BigGAN2021.04 | — | 48.08 | — | — | |
| BigGAN (d=256) + DigGAN + DABackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | — | 17.87 | |
| BigGAN + RLC2021.04 | — | 35.23 | — | — | |
| DA (Baseline)Backbone=BigGAN2024.03 | — | 23.34 | — | — | |
| DA (Baseline)Backbone=BigGAN2024.03 | — | 23.34 | — | — | |
| DA + KD (CLIP)Backbone=BigGAN2024.03 | — | 22.03 | — | — | |
| DA + VkDBackbone=BigGAN, Whitening=false2024.03 | — | 16.42 | — | — | |
| DA + VkDBackbone=BigGAN, Whitening=true2024.03 | — | 13.16 | — | — | |
| FitNetsBackbone=BigGAN2024.03 | — | 22.03 | — | — | |
| KD-DLGANBackbone=BigGAN2024.03 | — | 14.2 | — | — | |
| KD-DLGANBackbone=BigGAN2024.03 | — | 14.2 | — | — | |
| Label DistillationBackbone=BigGAN2024.03 | — | 20.46 | — | — | |
| LeCam + DA + KDDLGANBackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | — | 13.86 | |
| LS GAN2021.04 | — | 41.68 | — | — | |
| Non saturated GAN2021.04 | — | 41.99 | — | — | |
| PKDBackbone=BigGAN2024.03 | — | 21.34 | — | — | |
| RaHinge GAN2021.04 | — | 48.13 | — | — | |
| SPKDBackbone=BigGAN2024.03 | — | 19.11 | — | — | |
| VkDBackbone=BigGAN, whitening=false2024.03 | — | 16.47 | — | — | |
| VkDBackbone=BigGAN, whitening=true2024.03 | — | 13.16 | — | — |