Image Generation on CIFAR-10 (train/test)
1.803FID(g1^PCA, g2^PCA)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| (g1^PCA, g2^PCA)NFE=79, Samples=50k, Schedule=PCA anisotropic2026.02 | 1.803 | — | |
| {(g1,y^DCT, g2,y^DCT)}NFE=59, Samples=50k, Schedule=Class-conditional DCT anisotropic2026.02 | 1.81 | — | |
| gNFE=35, Samples=50k, Schedule=Global isotropic2026.02 | 1.815 | — | |
| gNFE=59, Samples=50k, Schedule=Global isotropic2026.02 | 1.82 | — | |
| EDMNFE=35, Samples=50k2026.02 | 1.829 | — | |
| {gy}NFE=35, Samples=50k, Schedule=Class-conditional isotropic2026.02 | 1.831 | — | |
| gNFE=79, Samples=50k, Schedule=Global isotropic2026.02 | 1.835 | — | |
| StyleGAN-XL*NFE=1, ImageNet feature leakage=true2025.01 | 1.85 | — | |
| EDMNFE=59, Samples=50k2026.02 | 1.868 | — | |
| EDMNFE=79, Samples=50k2026.02 | 1.89 | — | |
| R3GAN (Config E)NFE=1, ImageNet feature leakage=false2025.01 | 1.96 | — | |
| EDMMode=Unconditional generation2023.04 | 1.97 | — | |
| Real data2019.12 | 2.1 | 11.24 | |
| Subspace NCSN++Mode=Unconditional generation2023.04 | 2.17 | 9.99 | |
| NCSN++Mode=Unconditional generation2023.04 | 2.2 | 9.89 | |
| gNFE=17, Samples=50k, Schedule=Global isotropic2026.02 | 2.328 | — | |
| DDPM++Mode=Unconditional generation2023.04 | 2.41 | 9.68 | |
| StyleGAN2 + ADANFE=1, ImageNet feature leakage=false2025.01 | 2.42 | — | |
| gNFE=15, Samples=50k, Schedule=Global isotropic2026.02 | 2.431 | — | |
| VPNFE=35, ImageNet feature leakage=false2025.01 | 2.48 | — | |
| gNFE=13, Samples=50k, Schedule=Global isotropic2026.02 | 2.65 | — | |
| Reflected DiffusionMode=Unconditional generation2023.04 | 2.72 | 10.46 | |
| StyleformerMode=Unconditional generation2023.04 | 2.82 | 9.94 | |
| EDMNFE=17, Samples=50k2026.02 | 3.027 | — | |
| gNFE=11, Samples=50k, Schedule=Global isotropic2026.02 | 3.087 | — | |
| VENFE=35, ImageNet feature leakage=false2025.01 | 3.11 | — | |
| DDPMModeling Type=Continuous2025.05 | 3.17 | 9.46 | |
| Diffusion StyleGAN2NFE=1, ImageNet feature leakage=false2025.01 | 3.19 | — | |
| DDPMNFE=1000, ImageNet feature leakage=false2025.01 | 3.21 | — | |
| MDM-PrimeModeling Type=Discrete, NFE=5122025.05 | 3.26 | 9.67 | |
| StyleGAN+ADAModeling Type=Continuous2025.05 | 3.26 | 9.74 | |
| Bit DiffusionModeling Type=Continuous2025.05 | 3.48 | — | |
| Discrete FMModeling Type=Discrete, NFE=1,0242025.05 | 3.63 | — | |
| {gy}NFE=9, Samples=50k, Schedule=Class-conditional isotropic2026.02 | 3.691 | — | |
| Tau-LDRModeling Type=Discrete, NFE=1,0002025.05 | 3.74 | 9.49 | |
| DDGANNFE=4, ImageNet feature leakage=false2025.01 | 3.75 | — | |
| EDMNFE=15, Samples=50k2026.02 | 4.231 | — | |
| gNFE=9, Samples=50k, Schedule=Global isotropic2026.02 | 4.241 | — | |
| MDMModeling Type=Discrete, NFE=5122025.05 | 4.66 | 9.09 | |
| DDIMNFE=50, ImageNet feature leakage=false2025.01 | 4.67 | — | |
| MDM-MixtureModeling Type=Discrete, NFE=5122025.05 | 4.8 | 9.22 | |
| VitGANMode=Unconditional generation2023.04 | 4.87 | 9.89 | |
| Continuous FMModeling Type=Continuous2025.05 | 6.35 | — | |
| ViTGANNFE=1, ImageNet feature leakage=false2025.01 | 6.66 | — | |
| EDMNFE=13, Samples=50k2026.02 | 6.694 | — | |
| D3PM Gauss.Modeling Type=Discrete, NFE=1,0002025.05 | 7.34 | 8.56 | |
| CTDD-DGModeling Type=Discrete, NFE=1,0002025.05 | 7.86 | 8.91 | |
| TransGANNFE=1, ImageNet feature leakage=false2025.01 | 9.26 | — | |
| DEGASSearch GPU days=1.1672019.12 | 9.83 | — | |
| EAGAN-GD1Search Method=EA, GPU Days=0.8+0.4, Search Both G and D=true2021.11 | 9.91 | — | |
| EAGAN-GSearch Method=EA, GPU Days=0.8, Search Both G and D=false2021.11 | 10.14 | — | |
| AlphaGANSearch Method=Gradient, GPU Days=0.13, Search Both G and D=false2021.11 | 10.35 | — | |
| EAGAN-GD3Search Method=EA, GPU Days=1.55+0.73, Search Both G and D=true2021.11 | 10.53 | — | |
| StyleGAN3-R + ADANFE=1, ImageNet feature leakage=false2025.01 | 10.83 | — | |
| AdversarialNASSearch Method=Gradient, GPU Days=1, Search Both G and D=true2021.11 | 10.87 | — | |
| E2GANSearch Method=RL, GPU Days=0.32021.11 | 11.26 | — | |
| DEGASSearch Method=Gradient, GPU Days=1.1672021.11 | 12.01 | — | |
| DGGANSearch Method=Heuristic, GPU Days=5802021.11 | 12.1 | — | |
| AutoGANSearch Method=RL, GPU Days=22021.11 | 12.42 | — | |
| EAGAN-GD2Search Method=EA, GPU Days=0.75+0.37, Search Both G and D=true2021.11 | 12.84 | — | |
| EDMNFE=11, Samples=50k2026.02 | 14.37 | — | |
| BigGANSearch Method=Manual2021.11 | 14.73 | 9.22 | |
| BigGANNFE=1, ImageNet feature leakage=false2025.01 | 14.73 | — | |
| AlphaGANSearch Method=Gradient, Search Both G and D=true2021.11 | 15.56 | — | |
| Improv MMD GANSearch Method=Manual2021.11 | 16.21 | 8.29 | |
| Progressive GANSearch Method=Manual2021.11 | 18.33 | — | |
| SN GANSearch Method=Manual2021.11 | 21.7 | — | |
| AGANSearch GPU days=12002019.12 | 23.8 | — | |
| AdversarialNASSearch Method=Gradient, GPU Days=1, Search Both G and D=false2021.11 | 24.04 | — | |
| ProbGANSearch Method=Manual2021.11 | 24.6 | 7.75 | |
| NCSNModeling Type=Continuous2025.05 | 25.32 | 8.87 | |
| WGAN-GPSearch Method=Manual2021.11 | 29.3 | — | |
| AGANSearch Method=RL, GPU Days=12002021.11 | 30.5 | — | |
| D3PM AbsorbModeling Type=Discrete, NFE=1,0002025.05 | 30.97 | 6.78 | |
| EAS-GANSearch Method=EA, GPU Days=12021.11 | 33.2 | — | |
| EDMNFE=9, Samples=50k2026.02 | 35.52 | — | |
| DCGANsSearch Method=Manual2021.11 | 37.7 | — | |
| PixelCNNModeling Type=Discrete2025.05 | 65.93 | 4.6 | |
| UNCSN++Mode=Unconditional generation2023.04 | — | 10.11 |