Image Generation on ImageNet-512
2.41FIDStyleGAN-XL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| StyleGAN-XLClass=GAN2023.12 | 2.41 | 267.75 | 77 | 52 | |
| DiffiTClass=Diffusion2023.12 | 2.67 | 252.12 | 83 | 55 | |
| DiT-XL/2-GClass=Diffusion2023.12 | 3.04 | 240.82 | 84 | 54 | |
| First-order forward-value samplerModel=EDM2-XS, NFE=102025.12 | 3.06 | — | — | — | |
| UniPC-3Model=EDM2-XS, NFE=102025.12 | 3.3 | — | — | — | |
| Simple DiffusionClass=Diffusion2023.12 | 3.54 | 205.3 | — | — | |
| DPMSolver-3Model=EDM2-XS, NFE=102025.12 | 3.6 | — | — | — | |
| ART-RLNFE=35, Sampling Pipeline=EDM2, Model=XS2026.07 | 3.73 | — | — | — | |
| EDMNFE=35, Sampling Pipeline=EDM2, Model=XS2026.07 | 3.74 | — | — | — | |
| DPMNFE=35, Sampling Pipeline=EDM2, Model=XS2026.07 | 3.82 | — | — | — | |
| ADM-G-UClass=Diffusion2023.12 | 3.85 | 221.72 | 84 | 53 | |
| MaskGITClass=Masked Modeling2023.12 | 4.46 | 342 | 83 | 50 | |
| First-order forward-value samplerModel=EDM2-XXL, NFE=102025.12 | 4.57 | — | — | — | |
| UniPC-3Model=EDM2-XXL, NFE=102025.12 | 4.9 | — | — | — | |
| DPMSolver-3Model=EDM2-XXL, NFE=102025.12 | 4.93 | — | — | — | |
| ART-RLNFE=19, Sampling Pipeline=EDM2, Model=XS2026.07 | 4.94 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XS, NFE=82025.12 | 5.04 | — | — | — | |
| EDMNFE=19, Sampling Pipeline=EDM2, Model=XS2026.07 | 5.19 | — | — | — | |
| UniPC-3Model=EDM2-XS, NFE=82025.12 | 5.63 | — | — | — | |
| DPMNFE=19, Sampling Pipeline=EDM2, Model=XS2026.07 | 5.92 | — | — | — | |
| DPMSolver-3Model=EDM2-XS, NFE=82025.12 | 6.03 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XXL, NFE=82025.12 | 6.18 | — | — | — | |
| DPMSolver-2Model=EDM2-XS, NFE=102025.12 | 6.58 | — | — | — | |
| DPMSolver-3Model=EDM2-XXL, NFE=82025.12 | 7.01 | — | — | — | |
| DPMSolver-2Model=EDM2-XXL, NFE=102025.12 | 7.44 | — | — | — | |
| BigGAN-DeepClass=GAN2023.12 | 8.43 | 177.9 | 88 | 29 | |
| UniPC-3Model=EDM2-XXL, NFE=82025.12 | 8.51 | — | — | — | |
| ART-RLNFE=13, Sampling Pipeline=EDM2, Model=XS2026.07 | 9.73 | — | — | — | |
| DPMSolver-2Model=EDM2-XS, NFE=82025.12 | 12.06 | — | — | — | |
| DPMSolver-2Model=EDM2-XXL, NFE=82025.12 | 12.18 | — | — | — | |
| EDMNFE=13, Sampling Pipeline=EDM2, Model=XS2026.07 | 12.91 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XS, NFE=62025.12 | 14.04 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XXL, NFE=62025.12 | 14.33 | — | — | — | |
| DPMSolver-3Model=EDM2-XXL, NFE=62025.12 | 16.11 | — | — | — | |
| UniPC-3Model=EDM2-XS, NFE=62025.12 | 16.43 | — | — | — | |
| DPMSolver-3Model=EDM2-XS, NFE=62025.12 | 16.57 | — | — | — | |
| DPMNFE=13, Sampling Pipeline=EDM2, Model=XS2026.07 | 17.86 | — | — | — | |
| DDIMModel=EDM2-XXL, NFE=102025.12 | 20.97 | — | — | — | |
| DDIMModel=EDM2-XS, NFE=102025.12 | 21.48 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XXL, NFE=52025.12 | 22.69 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XS, NFE=52025.12 | 23.56 | — | — | — | |
| ART-RLNFE=9, Sampling Pipeline=EDM2, Model=XS2026.07 | 26.78 | — | — | — | |
| DPMSolver-3Model=EDM2-XXL, NFE=52025.12 | 28.05 | — | — | — | |
| DPMSolver-2Model=EDM2-XXL, NFE=62025.12 | 28.23 | — | — | — | |
| DPMSolver-3Model=EDM2-XS, NFE=52025.12 | 28.41 | — | — | — | |
| DPMSolver-2Model=EDM2-XS, NFE=62025.12 | 28.46 | — | — | — | |
| UniPC-3Model=EDM2-XXL, NFE=62025.12 | 30.65 | — | — | — | |
| DDIMModel=EDM2-XXL, NFE=82025.12 | 31.16 | — | — | — | |
| DDIMModel=EDM2-XS, NFE=82025.12 | 32.39 | — | — | — | |
| UniPC-3Model=EDM2-XS, NFE=52025.12 | 34.03 | — | — | — | |
| DPMSolver-2Model=EDM2-XXL, NFE=52025.12 | 38.02 | — | — | — | |
| DPMSolver-2Model=EDM2-XS, NFE=52025.12 | 40.61 | — | — | — | |
| EDMNFE=9, Sampling Pipeline=EDM2, Model=XS2026.07 | 47.33 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XXL, NFE=42025.12 | 50.96 | — | — | — | |
| First-order forward-value samplerModel=EDM2-XS, NFE=42025.12 | 52.32 | — | — | — | |
| DDIMModel=EDM2-XXL, NFE=62025.12 | 53.88 | — | — | — | |
| DDIMModel=EDM2-XS, NFE=62025.12 | 53.93 | — | — | — | |
| DPMSolver-3Model=EDM2-XXL, NFE=42025.12 | 59.34 | — | — | — | |
| DPMSolver-3Model=EDM2-XS, NFE=42025.12 | 60.11 | — | — | — | |
| DDIMModel=EDM2-XXL, NFE=52025.12 | 61.62 | — | — | — | |
| UniPC-3Model=EDM2-XS, NFE=42025.12 | 62.94 | — | — | — | |
| DDIMModel=EDM2-XS, NFE=52025.12 | 65.25 | — | — | — | |
| DPMSolver-2Model=EDM2-XXL, NFE=42025.12 | 66.21 | — | — | — | |
| DPMSolver-2Model=EDM2-XS, NFE=42025.12 | 68.17 | — | — | — | |
| DDIMModel=EDM2-XXL, NFE=42025.12 | 87.78 | — | — | — | |
| DDIMModel=EDM2-XS, NFE=42025.12 | 91.44 | — | — | — | |
| UniPC-3Model=EDM2-XXL, NFE=52025.12 | 94.36 | — | — | — | |
| DPMNFE=9, Sampling Pipeline=EDM2, Model=XS2026.07 | 99.38 | — | — | — | |
| ART-RLNFE=5, Sampling Pipeline=EDM2, Model=XS2026.07 | 176.5 | — | — | — | |
| EDMNFE=5, Sampling Pipeline=EDM2, Model=XS2026.07 | 213.45 | — | — | — | |
| UniPC-3Model=EDM2-XXL, NFE=42025.12 | 217.22 | — | — | — | |
| ART-RLNFE=3, Sampling Pipeline=EDM2, Model=XS2026.07 | 256.13 | — | — | — | |
| DPMNFE=5, Sampling Pipeline=EDM2, Model=XS2026.07 | 297.26 | — | — | — | |
| DPMNFE=3, Sampling Pipeline=EDM2, Model=XS2026.07 | 392.19 | — | — | — | |
| EDMNFE=3, Sampling Pipeline=EDM2, Model=XS2026.07 | 392.19 | — | — | — | |
| ART-RLNFE=3, Pipeline=EDM2, Model=XS2026.07 | — | 4.15 | — | — | |
| ART-RLNFE=5, Pipeline=EDM2, Model=XS2026.07 | — | 7.5 | — | — | |
| ART-RLNFE=9, Pipeline=EDM2, Model=XS2026.07 | — | 79.68 | — | — | |
| ART-RLNFE=13, Pipeline=EDM2, Model=XS2026.07 | — | 147.4 | — | — | |
| ART-RLNFE=19, Pipeline=EDM2, Model=XS2026.07 | — | 188.28 | — | — | |
| ART-RLNFE=35, Pipeline=EDM2, Model=XS2026.07 | — | 207.37 | — | — | |
| DPMNFE=3, Pipeline=EDM2, Model=XS2026.07 | — | 1.58 | — | — | |
| DPMNFE=5, Pipeline=EDM2, Model=XS2026.07 | — | 1.82 | — | — | |
| DPMNFE=9, Pipeline=EDM2, Model=XS2026.07 | — | 20.17 | — | — | |
| DPMNFE=13, Pipeline=EDM2, Model=XS2026.07 | — | 106.78 | — | — | |
| DPMNFE=19, Pipeline=EDM2, Model=XS2026.07 | — | 175.94 | — | — | |
| DPMNFE=35, Pipeline=EDM2, Model=XS2026.07 | — | 205.48 | — | — | |
| EDMNFE=3, Pipeline=EDM2, Model=XS2026.07 | — | 1.58 | — | — | |
| EDMNFE=5, Pipeline=EDM2, Model=XS2026.07 | — | 4.19 | — | — | |
| EDMNFE=9, Pipeline=EDM2, Model=XS2026.07 | — | 53.1 | — | — | |
| EDMNFE=13, Pipeline=EDM2, Model=XS2026.07 | — | 129.75 | — | — | |
| EDMNFE=19, Pipeline=EDM2, Model=XS2026.07 | — | 186.4 | — | — | |
| EDMNFE=35, Pipeline=EDM2, Model=XS2026.07 | — | 206.49 | — | — |