Image Generation on CIFAR-100 (full data)
13.98Inception ScoreOmniGAN (d=1024) + ADA + CHAIN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OmniGAN (d=1024) + ADA + CHAINBackbone=OmniGAN, Massive Augmentation=true2024.03 | 13.98 | 4.02 | 8.93 | — | |
| OmniGAN (d=1024) + CHAINBackbone=OmniGAN, Massive Augmentation=false2024.03 | 13.88 | 4.09 | 9 | — | |
| OmniGAN + LCSA + ADAd'=1024, Augmentation=ADA2021.12 | 13.8 | 4.07 | 8.9 | — | |
| OmniGAN + LCSA + DAd'=1024, Augmentation=DA2021.12 | 13.79 | 4.58 | 9.46 | — | |
| OmniGAN + LCSAd'=10242021.12 | 13.74 | 4.94 | 9.67 | — | |
| OmniGAN + ADAd'=1024, Augmentation=ADA2021.12 | 13.47 | 6.13 | 10.88 | — | |
| OmniGAN (d=1024) + ADABackbone=OmniGAN, Massive Augmentation=true2024.03 | 13.07 | 6.12 | 10.79 | — | |
| OmniGAN + DAd'=1024, Augmentation=DA2021.12 | 12.96 | 7.48 | 12.11 | — | |
| OmniGAN (d=1024) + DABackbone=OmniGAN, Massive Augmentation=true2024.03 | 12.94 | 7.41 | 12.08 | — | |
| OmniGAN (d=1024)Backbone=OmniGAN, Massive Augmentation=false2024.03 | 12.73 | 8.36 | 13.18 | — | |
| OmniGANd'=10242021.12 | 12.61 | 8.43 | 13.21 | — | |
| BigGAN + DiffAugBackbone=BigGAN, Data Augmentation=DiffAug2022.11 | 11.87 | — | — | 12 | |
| BigGAN + DiffAug + DigGANBackbone=BigGAN, Data Augmentation=DiffAug, Regularization=DigGAN2022.11 | 11.45 | — | — | 11.63 | |
| BigGAN + LeCamd'=256, Loss=LeCam2021.12 | 11.44 | 6.53 | 11.23 | — | |
| BigGAN (d=256) + LeCamBackbone=BigGAN, Massive Augmentation=false2024.03 | 11.41 | 6.82 | 11.54 | — | |
| LeCam + DA + CHAINBackbone=BigGAN, Massive Augmentation=true2024.03 | 11.37 | 5.26 | 9.85 | — | |
| LeCam + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 11.25 | 6.45 | 11.26 | — | |
| BigGAN + LCSA + DAd'=256, Augmentation=DA2021.12 | 11.21 | 5.76 | 10.52 | — | |
| BigGAN + RLCBackbone=BigGAN, Regularization=RLC2022.11 | 11.18 | — | — | 11.88 | |
| BigGAN + LCSA + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 11.17 | 5.85 | 10.64 | — | |
| BigGAN (d=256) + CHAINBackbone=BigGAN, Massive Augmentation=false2024.03 | 11.16 | 6.04 | 10.84 | — | |
| BigGAN + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 11.15 | 6.55 | 11.34 | — | |
| BigGAN + LCSAd'=2562021.12 | 11.02 | 6.38 | 11.13 | — | |
| BigGAN (d=256)Backbone=BigGAN, Massive Augmentation=false2024.03 | 11.02 | 7.86 | 12.7 | — | |
| BigGANd'=2562021.12 | 10.99 | 7.89 | 12.74 | — | |
| BigGAN + RLCRegularization=RLC2021.04 | 10.95 | — | — | — | |
| BigGAN + DigGANBackbone=BigGAN, Regularization=DigGAN2022.11 | 10.92 | — | — | 12.93 | |
| BigGAN + DAd'=256, Augmentation=DA2021.12 | 10.91 | 7.3 | 11.99 | — | |
| BigGAN (d=256) + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 10.91 | 7.3 | 11.99 | — | |
| BigGAN + DiffAug + RLCBackbone=BigGAN, Data Augmentation=DiffAug, Regularization=RLC2022.11 | 10.77 | — | — | 11.84 | |
| LS-GAN2021.04 | 10.75 | — | — | — | |
| BigGAN2021.04 | 10.71 | — | — | — | |
| Non-saturated GAN2021.04 | 10.58 | — | — | — | |
| BigGANBackbone=BigGAN2022.11 | 10.58 | — | — | 13.54 | |
| RaHinge GAN2021.04 | 10.46 | — | — | — | |
| BigGAN (d=256) + DigGAN + DABackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | 11.63 | — | |
| DA (Baseline)Backbone=BigGAN2024.03 | — | — | — | 11.99 | |
| DA + KD (CLIP)Backbone=BigGAN2024.03 | — | — | — | 11.74 | |
| DA + VkDBackbone=BigGAN, Whitening=false2024.03 | — | — | — | 10.61 | |
| DA + VkDBackbone=BigGAN, Whitening=true2024.03 | — | — | — | 10.41 | |
| KD-DLGANBackbone=BigGAN2024.03 | — | — | — | 10.28 | |
| LeCam + DA + KDDLGANBackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | 10.12 | — |