Image Generation on CIFAR-10 100% data
10.38ISOmniGAN + LCSA + ADA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OmniGAN + LCSA + ADAd'=1024, Augmentation=ADA2021.12 | 10.38 | 2.35 | 6.38 | — | |
| OmniGAN (d=1024) + ADA + CHAINBackbone=OmniGAN, Massive Augmentation=true2024.03 | 10.31 | 2.22 | 6.28 | — | |
| OmniGAN + ADAd'=1024, Augmentation=ADA2021.12 | 10.27 | 5.03 | 9.15 | — | |
| OmniGAN (d=1024) + CHAINBackbone=OmniGAN, Massive Augmentation=false2024.03 | 10.26 | 2.63 | 6.64 | — | |
| OmniGAN (d=1024) + ADABackbone=OmniGAN, Massive Augmentation=true2024.03 | 10.24 | 4.95 | 9.06 | — | |
| OmniGAN + LCSA + DAd'=1024, Augmentation=DA2021.12 | 10.22 | 2.52 | 6.6 | — | |
| OmniGAN + LCSAd'=10242021.12 | 10.2 | 2.58 | 6.65 | — | |
| OmniGAN (d=1024) + DABackbone=OmniGAN, Massive Augmentation=true2024.03 | 10.13 | 4.15 | 8.06 | — | |
| OmniGAN + DAd'=1024, Augmentation=DA2021.12 | 10.1 | 4.26 | 8.15 | — | |
| OmniGAN (d=1024)Backbone=OmniGAN, Massive Augmentation=false2024.03 | 10.01 | 6.92 | 10.75 | — | |
| OmniGANd'=10242021.12 | 9.98 | 6.89 | 10.76 | — | |
| LeCam + DA + CHAINBackbone=BigGAN, Massive Augmentation=true2024.03 | 9.52 | 3.51 | 7.47 | — | |
| BigGAN + LCSAd'=2562021.12 | 9.51 | 4.12 | 8.2 | — | |
| BigGAN + LCSA + DAd'=256, Augmentation=DA2021.12 | 9.5 | 3.75 | 7.83 | — | |
| BigGAN (d=256) + CHAINBackbone=BigGAN, Massive Augmentation=false2024.03 | 9.49 | 4.18 | 8.21 | — | |
| BigGAN + LeCamd'=256, Loss=LeCam2021.12 | 9.48 | 4.25 | 8.27 | — | |
| BigGAN + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 9.47 | 4.29 | 8.29 | — | |
| BigGAN + LCSA + LeCam + DAd'=256, Loss=LeCam, Augmentation=DA2021.12 | 9.47 | 3.8 | 7.89 | — | |
| BigGAN (d=256) + LeCamBackbone=BigGAN, Massive Augmentation=false2024.03 | 9.45 | 4.27 | 8.29 | — | |
| LeCam + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 9.45 | 4.32 | 8.4 | — | |
| BigGAN + DAd'=256, Augmentation=DA2021.12 | 9.39 | 4.47 | 8.58 | — | |
| BigGAN (d=256) + DABackbone=BigGAN, Massive Augmentation=true2024.03 | 9.39 | 4.47 | 8.58 | — | |
| BigGAN + DiffAug + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=DiffAug2022.11 | 9.28 | — | — | 8.49 | |
| BigGANd'=2562021.12 | 9.26 | 5.46 | 9.38 | — | |
| BigGAN (d=256)Backbone=BigGAN, Massive Augmentation=false2024.03 | 9.21 | 5.48 | 9.42 | — | |
| BigGAN + DigGANArchitecture=BigGAN, Regularization=DigGAN, Data Augmentation=None2022.11 | 9.09 | — | — | 9.74 | |
| BigGANArchitecture=BigGAN, Regularization=None, Data Augmentation=None2022.11 | 9.04 | — | — | 10.53 | |
| BigGAN + DiffAugArchitecture=BigGAN, Regularization=None, Data Augmentation=DiffAug2022.11 | 9.04 | — | — | 9.88 | |
| SNGAN + DigGANArchitecture=SNGAN, Regularization=DigGAN, Data Augmentation=None2022.11 | 8.54 | — | — | 15.11 | |
| SNGANArchitecture=SNGAN, Regularization=None, Data Augmentation=None2022.11 | 8.42 | — | — | 19.29 | |
| BigGAN (d=256) + DigGAN + DABackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | 8.49 | — | |
| DA (Baseline)Backbone=BigGAN2024.03 | — | — | — | 8.75 | |
| DA + KD (CLIP)Backbone=BigGAN2024.03 | — | — | — | 8.7 | |
| DA + VkDBackbone=BigGAN, Whitening=false2024.03 | — | — | — | 8.28 | |
| DA + VkDBackbone=BigGAN, Whitening=true2024.03 | — | — | — | 8.2 | |
| KD-DLGANBackbone=BigGAN2024.03 | — | — | — | 8.42 | |
| LeCam + DA + KDDLGANBackbone=BigGAN, Massive Augmentation=true2024.03 | — | — | 8.19 | — |