Image Generation on CIFAR-10
10.37Inception ScoreOmni-GAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Omni-GANweight decay=True, differentiable data augmentation=True2020.11 | 10.37 | 7.83 | — | — | — | |
| ADA2020.11 | 10.06 | 2.67 | — | — | — | |
| Omni-INR-GANweight decay=True, differentiable data augmentation=True2020.11 | 10.03 | 4.32 | — | — | — | |
| ImAC-GANweight decay=True, differentiable data augmentation=True2020.11 | 10.02 | 6.66 | — | — | — | |
| Omni-GANweight decay=False, differentiable data augmentation=True2020.11 | 9.86 | 7.13 | — | — | — | |
| ImAC-GANweight decay=False, differentiable data augmentation=True2020.11 | 9.85 | 4.57 | — | — | — | |
| NCSN++ (VE ODE)NFEs=2000, Solver=VE ODE2025.01 | 9.83 | 2.38 | — | — | — | |
| StyleGAN2NFEs=12025.01 | 9.82 | 8.32 | — | — | — | |
| Omni-GANweight decay=True2020.11 | 9.79 | 5.57 | — | — | — | |
| DO-SGAN/CBackbone=SGAN, Strategy=Continual Learning2021.02 | 9.78 | 16.07 | — | — | — | |
| AC-GANweight decay=False, differentiable data augmentation=True2020.11 | 9.76 | 5.71 | — | — | — | |
| AC-GANweight decay=True, differentiable data augmentation=True2020.11 | 9.75 | 8.98 | — | — | — | |
| Omni-GANweight decay=False2020.11 | 9.74 | 7.75 | — | — | — | |
| Omni-INR-GANweight decay=False2020.11 | 9.74 | 8.59 | — | — | — | |
| Omni-INR-GANweight decay=True2020.11 | 9.74 | 5.25 | — | — | — | |
| ImAC-GANweight decay=True2020.11 | 9.72 | 5.63 | — | — | — | |
| HABRNFEs=112, Solver=RK45, Beta=12025.01 | 9.69 | 2.3 | — | — | — | |
| FABRNFEs=113, Solver=RK45, Beta=12025.01 | 9.66 | 2.29 | — | — | — | |
| HACBRNFEs=115, Solver=RK45, Beta=12025.01 | 9.64 | 2.34 | — | — | — | |
| BigGANweight decay=True, differentiable data augmentation=True2020.11 | 9.61 | 7.97 | — | — | — | |
| FANRNFEs=117, Solver=RK45, Beta=12025.01 | 9.61 | 2.29 | — | — | — | |
| Rectified FlowNFEs=1272025.01 | 9.6 | 2.58 | — | — | — | |
| AC-GANweight decay=True2020.11 | 9.58 | 8.03 | — | — | — | |
| Multi-hinge2020.11 | 9.55 | 6.22 | — | — | — | |
| Fast OdeNFEs=118, Solver=RK452025.01 | 9.55 | 2.45 | — | — | — | |
| ImAC-GANweight decay=False2020.11 | 9.46 | 6.62 | — | — | — | |
| AC-GANweight decay=False2020.11 | 9.43 | 7.11 | — | — | — | |
| DDPMNFEs=10002025.01 | 9.41 | 3.21 | — | — | — | |
| StyleGAN2 + ADANFEs=1, Data Augmentation=ADA2025.01 | 9.4 | 2.92 | — | — | — | |
| StyleGAN2 + DiffAugNFEs=1, Data Augmentation=DiffAug2025.01 | 9.4 | 5.79 | — | — | — | |
| VP ODENFEs=1402025.01 | 9.37 | 3.93 | — | — | — | |
| DG flow (KL)Base Model=SN-ResNet-GAN2020.12 | 9.35 | — | — | — | — | |
| BigGAN + RLCRegularization=RLC2021.04 | 9.31 | — | — | — | — | |
| BigGANweight decay=True2020.11 | 9.29 | 7.77 | — | — | — | |
| BigGANweight decay=False, differentiable data augmentation=True2020.11 | 9.28 | 5.46 | — | — | — | |
| BigGANweight decay=False2020.11 | 9.19 | 7.27 | — | — | — | |
| CR-GANArchitecture=BigGAN2020.10 | 9.17 | — | — | — | — | |
| CR+LT-GANArchitecture=BigGAN2020.10 | 9.17 | — | — | — | — | |
| FQ-GAN2020.11 | 9.16 | 6.16 | — | — | — | |
| Dense BaselineBase GAN architecture=SNGAN, Generator density=100%, Discriminator density constraint (d_max)=100%2023.02 | 9.16 | — | — | — | — | |
| LT-GANArchitecture=BigGAN2020.10 | 9.13 | — | — | — | — | |
| DG flow (JS)Base Model=SN-ResNet-GAN2020.12 | 9.13 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 9.1 | — | — | — | — | |
| Non-saturated GAN2021.04 | 9.08 | — | — | — | — | |
| BigGAN2021.04 | 9.07 | — | — | — | — | |
| LS-GAN2021.04 | 9.05 | — | — | — | — | |
| DG flow (log D)Base Model=SN-ResNet-GAN2020.12 | 9.05 | — | — | — | — | |
| TransGAN + DiffAugNFEs=1, Data Augmentation=DiffAug2025.01 | 9.02 | 9.26 | — | — | — | |
| Dense BaselineBase GAN architecture=BigGAN, Generator density=100%, Discriminator density constraint (d_max)=100%2023.02 | 8.99 | — | — | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.98 | — | — | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.98 | — | — | — | — | |
| RaHinge GAN2021.04 | 8.96 | — | — | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.93 | — | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.93 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.92 | — | — | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.91 | — | — | — | — | |
| Static-BalanceBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.9 | — | — | — | — | |
| Static-StrongBase GAN architecture=BigGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.9 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 8.9 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.89 | — | — | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.84 | — | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.84 | — | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.83 | — | — | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.82 | — | — | — | — | |
| PGMGANSupervision=Unsupervised2021.04 | 8.81 | 8.93 | — | — | 0.0004 | |
| BaselineArchitecture=BigGAN2020.10 | 8.79 | — | — | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.77 | — | — | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.71 | — | — | — | — | |
| DO-SGAN/PBackbone=SGAN, Strategy=Pruning2021.02 | 8.69 | 16.56 | — | — | — | |
| Static-BalanceBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.68 | — | — | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.67 | — | — | — | — | |
| SDST-Balance-RigLBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 8.64 | — | — | — | — | |
| SGAN2021.02 | 8.62 | 24.83 | — | — | — | |
| SDST-Balance-SETBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 8.62 | — | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 8.61 | — | — | — | — | |
| HABRNFEs=8, Solver=Euler, Beta=12025.01 | 8.57 | 12.95 | — | — | — | |
| DO-SNGAN/PBackbone=SNGAN, Strategy=Pruning2021.02 | 8.55 | 18.2 | — | — | — | |
| SDST-Strong-SETBase GAN architecture=BigGAN, Generator density=10%, Discriminator density constraint (d_max)=50%2023.02 | 8.55 | — | — | — | — | |
| DO-SNGAN/CBackbone=SNGAN, Strategy=Continual Learning2021.02 | 8.54 | 19.57 | — | — | — | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.53 | — | — | — | — | |
| Partition GANSupervision=Unsupervised2021.04 | 8.52 | 10.69 | — | — | 0.0005 | |
| Static-StrongBase GAN architecture=BigGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.52 | — | — | — | — | |
| FABRNFEs=8, Solver=Euler, Beta=12025.01 | 8.49 | 12.95 | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.48 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.48 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.47 | — | — | — | — | |
| FANRNFEs=8, Solver=Euler, Beta=12025.01 | 8.43 | 13.43 | — | — | — | |
| HACBRNFEs=8, Solver=Euler, Beta=12025.01 | 8.43 | 13.52 | — | — | — | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.4 | — | — | — | — | |
| Fast OdeNFEs=8, Solver=Euler2025.01 | 8.4 | 13.52 | — | — | — | |
| SN-ResNet-GANVariant=Base Model2020.12 | 8.38 | — | — | — | — | |
| Static-BalanceBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.38 | — | — | — | — | |
| Static-StrongBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.38 | — | — | — | — | |
| SDST-Balance-SETBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.38 | — | — | — | — | |
| SDST-Strong-SETBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.38 | — | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=30%, Discriminator density constraint (d_max)=50%2023.02 | 8.37 | — | — | — | — | |
| ADAPT_strictBase GAN architecture=SNGAN, Generator density=20%, Discriminator density constraint (d_max)=50%2023.02 | 8.36 | — | — | — | — | |
| SDST-Balance-RigLBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.34 | — | — | — | — | |
| SDST-Strong-RigLBase GAN architecture=SNGAN, Generator density=50%, Discriminator density constraint (d_max)=50%2023.02 | 8.34 | — | — | — | — | |
| MGAN2021.02 | 8.33 | 26.7 | — | — | — |