Image Generation on CIFAR-100 (20% data)
13.78ISOmniGAN + LCSA + ADA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OmniGAN + LCSA + ADAd'=1024, Augmentation=ADA2021.12 | 13.78 | — | 7.45 | 12.11 | |
| OmniGAN (d=1024) + ADA + CHAINBackbone=OmniGAN, Massive Augmentation=true2024.03 | 12.98 | — | 7.02 | 11.87 | |
| OmniGAN + LCSA + DAd'=1024, Augmentation=DA2021.12 | 12.92 | — | 11.06 | 15.73 | |
| OmniGAN + LCSAd'=10242021.12 | 12.86 | — | 11.15 | 15.9 | |
| OmniGAN (d=1024) + CHAINBackbone=OmniGAN, Massive Augmentation=false2024.03 | 12.65 | — | 9.61 | 14.57 | |
| OmniGAN + ADAd'=1024, Augmentation=ADA2021.12 | 12.18 | — | 13.66 | 18.34 | |
| OmniGAN (d=1024) + ADABackbone=OmniGAN, Massive Augmentation=true2024.03 | 12.07 | — | 13.54 | 18.2 | |
| OmniGAN + DAd'=1024, Augmentation=DA2021.12 | 11.42 | — | 17.72 | 22.49 | |
| OmniGAN (d=1024) + DABackbone=OmniGAN, Massive Augmentation=true2024.03 | 11.35 | — | 17.65 | 22.37 | |
| BigGAN + LCSA + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 10.67 | — | 10.16 | 15 | |
| LeCam + DA + CHAINBackbone=BigGAN, Massive Augmentation=true2024.03 | 10.62 | — | 9.02 | 13.75 | |
| BigGAN + LCSA + DAd'=256, Augmentation=DA2021.12 | 10.55 | — | 12.03 | 16.92 | |
| BigGAN + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 10.42 | — | 13.01 | 17.65 | |
| BigGAN + LCSAd'=2562021.12 | 10.38 | — | 13.22 | 18.06 | |
| BigGAN (d=256) + CHAINBackbone=BigGAN, Massive Augmentation=false2024.03 | 10.15 | — | 11.58 | 16.38 | |
| OmniGAN (d=1024)Backbone=OmniGAN, Massive Augmentation=false2024.03 | 10.14 | — | 40.59 | 44.92 | |
| LeCam + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 10.12 | — | 15.96 | 20.42 | |
| OmniGANd'=10242021.12 | 10.11 | — | 40.57 | 44.86 | |
| BigGAN (d=256) + LeCamBackbone=BigGAN, Massive Augmentation=false2024.03 | 10.05 | — | 20.81 | 25.77 | |
| BigGAN + LeCamd'=256, Loss=LeCam2021.12 | 10 | — | 20.82 | 25.77 | |
| BigGANd'=2562021.12 | 9.94 | — | 25.96 | 30.89 | |
| BigGAN (d=256)Backbone=BigGAN, Massive Augmentation=false2024.03 | 9.94 | — | 25.83 | 30.79 | |
| BigGAN + DAd'=256, Augmentation=DA2021.12 | 9.73 | — | 16.32 | 20.88 | |
| BigGAN (d=256) + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 9.73 | — | 16.32 | 20.88 | |
| BigGAN + RLCRegularization=RLC2021.04 | 9.63 | — | — | — | |
| BigGAN + DiffAug + DigGANBackbone=BigGAN, Data Augmentation=DiffAug, Regularization=DigGAN2022.11 | 9.54 | 19.79 | — | — | |
| BigGAN + DiffAug + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=DiffAug2022.11 | 9.54 | 19.79 | — | — | |
| BigGAN + DiffAug + RLCBackbone=BigGAN, Data Augmentation=DiffAug, Regularization=RLC2022.11 | 9.52 | 21.78 | — | — | |
| BigGAN + DiffAug + RLCArchitecture=BigGAN, Regularization=RLC, Data Augmentation=DiffAug2022.11 | 9.52 | 21.78 | — | — | |
| BigGAN + DiffAugBackbone=BigGAN, Data Augmentation=DiffAug2022.11 | 9.41 | 22.14 | — | — | |
| BigGAN + DiffAugArchitecture=BigGAN, Data Augmentation=DiffAug2022.11 | 9.41 | 22.14 | — | — | |
| BigGAN + DigGANBackbone=BigGAN, Regularization=DigGAN2022.11 | 9.21 | 21.79 | — | — | |
| BigGAN + DigGANArchitecture=BigGAN, Regularization=DigGAN2022.11 | 9.21 | 21.79 | — | — | |
| RaHinge GAN2021.04 | 9.19 | — | — | — | |
| BigGAN + RLCBackbone=BigGAN, Regularization=RLC2022.11 | 9.08 | 25.51 | — | — | |
| BigGAN + RLCArchitecture=BigGAN, Regularization=RLC2022.11 | 9.08 | 25.51 | — | — | |
| LS-GAN2021.04 | 8.94 | — | — | — | |
| Non-saturated GAN2021.04 | 8.75 | — | — | — | |
| BigGANBackbone=BigGAN2022.11 | 8.66 | 33.64 | — | — | |
| BigGANArchitecture=BigGAN2022.11 | 8.66 | 33.64 | — | — | |
| BigGAN2021.04 | 8.58 | — | — | — | |
| BigGAN2021.04 | — | 32.99 | — | — | |
| BigGAN (d=256) + DigGAN + DABackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | — | 19.79 | |
| BigGAN + RLC2021.04 | — | 25.51 | — | — | |
| DA (Baseline)Backbone=BigGAN2024.03 | — | 22.55 | — | — | |
| DA + KD (CLIP)Backbone=BigGAN2024.03 | — | 21.76 | — | — | |
| DA + VkDBackbone=BigGAN, Whitening=false2024.03 | — | 17.97 | — | — | |
| DA + VkDBackbone=BigGAN, Whitening=true2024.03 | — | 14 | — | — | |
| KD-DLGANBackbone=BigGAN2024.03 | — | 15.6 | — | — | |
| LeCam + DA + KDDLGANBackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | — | 18.7 | |
| LS GAN2021.04 | — | 27.09 | — | — | |
| Non saturated GAN2021.04 | — | 32.64 | — | — | |
| RaHinge GAN2021.04 | — | 28.79 | — | — |