Image Generation on ImageNet 64x64
1.42FIDEq (22)
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Eq (22)rho=72024.12 | 1.42 | — | — | — | — | — | — | — | |
| Corrector optimised2024.12 | 1.44 | — | — | — | — | — | — | — | |
| LogLinear2024.12 | 1.45 | — | — | — | — | — | — | — | |
| Eq (22)rho=32024.12 | 1.46 | — | — | — | — | — | — | — | |
| StyleGAN-XL*NFE=1, Sampling Protocol=deterministic, Feature Leakage=true2025.01 | 1.52 | — | — | — | — | — | — | — | |
| Convex Schedule2024.12 | 1.64 | — | — | — | — | — | — | — | |
| ADMNFE=250, Resolution=64x642023.11 | 2.07 | — | 250 | — | 74 | 63 | — | — | |
| ADM2026.06 | 2.0779 | — | — | — | — | 62.91 | — | — | |
| R3GAN (Config E)NFE=1, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 2.09 | — | — | — | — | — | — | — | |
| EDMNFE=79, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 2.23 | — | — | — | — | — | — | — | |
| EDMNFE=79, Resolution=64x642023.11 | 2.44 | — | 79 | — | 71 | 67 | — | — | |
| First-order forward-value samplerModel=EDM2-S, NFE=102025.12 | 2.51 | — | — | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-L, NFE=102025.12 | 2.56 | — | — | — | — | — | — | — | |
| DMDNFE=1, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 2.62 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-S, NFE=102025.12 | 2.7 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-L, NFE=102025.12 | 2.7 | — | — | — | — | — | — | — | |
| UniPC-3Model=EDM2-S, NFE=102025.12 | 2.71 | — | — | — | — | — | — | — | |
| iCT-deepNFE=2, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 2.77 | — | — | — | — | — | — | — | |
| ADMNFE=250, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 2.91 | — | — | — | — | — | — | — | |
| Density Aware Guided Conditional Diffusion Modela=0.5, b=1.02026.06 | 3.0429 | — | — | — | — | 65.15 | — | — | |
| UniPC-3Model=EDM2-L, NFE=102025.12 | 3.05 | — | — | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-L, NFE=82025.12 | 3.5 | — | — | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-S, NFE=82025.12 | 3.64 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-L, NFE=82025.12 | 3.74 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-S, NFE=82025.12 | 3.92 | — | — | — | — | — | — | — | |
| DPMSolver-2Model=EDM2-L, NFE=102025.12 | 3.98 | — | — | — | — | — | — | — | |
| iCTSampling steps=1-step2026.06 | 4.02 | — | — | — | — | 63 | — | — | |
| BigGAN-deepNFE=1, Resolution=64x642023.11 | 4.06 | — | 1 | — | 79 | 48 | — | — | |
| BigGAN-deepNFE=1, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 4.06 | — | — | — | — | — | — | — | |
| Density Aware Guided Conditional Diffusion Modela=0.5, b=0.52026.06 | 4.2337 | — | — | — | — | 67.03 | — | — | |
| DPMSolver-2Model=EDM2-S, NFE=102025.12 | 4.26 | — | — | — | — | — | — | — | |
| CDNFE=3, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 4.32 | — | — | — | — | — | — | — | |
| CDSampling steps=2-step2026.06 | 4.7 | — | — | — | — | 64 | — | — | |
| ADM-G2026.06 | 5.4752 | — | — | — | — | 52.92 | — | — | |
| LDHF-DDPM2026.06 | 5.696 | — | — | — | — | 68.11 | — | — | |
| UniPC-3Model=EDM2-S, NFE=82025.12 | 5.78 | — | — | — | — | — | — | — | |
| DPMSolver-2Model=EDM2-L, NFE=82025.12 | 5.83 | — | — | — | — | — | — | — | |
| UniPC-3Model=EDM2-L, NFE=82025.12 | 6.14 | — | — | — | — | — | — | — | |
| CDSampling steps=1-step2026.06 | 6.2 | — | — | — | — | 63 | — | — | |
| DPMSolver-2Model=EDM2-S, NFE=82025.12 | 6.4 | — | — | — | — | — | — | — | |
| DPM-Solver2026.06 | 6.61 | — | — | — | — | 65 | — | — | |
| First-order forward-value samplerModel=EDM2-L, NFE=62025.12 | 6.67 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-L, NFE=62025.12 | 6.96 | — | — | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-S, NFE=62025.12 | 7.2 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-S, NFE=62025.12 | 7.63 | — | — | — | — | — | — | — | |
| DDIMModel=EDM2-L, NFE=102025.12 | 8.76 | — | — | — | — | — | — | — | |
| OT-CFM + Pruned SamplingSource=Pruned, NFE=100, Integration Method=Euler2025.12 | 8.78 | — | — | — | — | — | — | — | |
| PDSampling steps=2-step2026.06 | 8.95 | — | — | — | — | 65 | — | — | |
| OT-CFMSource=Gaussian, NFE=100, Integration Method=Euler2025.12 | 9.1 | — | — | — | — | — | — | — | |
| OT-CFM + Pruned SamplingSource=Pruned, NFE=20, Integration Method=Euler2025.12 | 9.54 | — | — | — | — | — | — | — | |
| DDIMModel=EDM2-S, NFE=102025.12 | 9.85 | — | — | — | — | — | — | — | |
| AGMType=Diff/FM2024.12 | 10.07 | — | — | — | — | — | — | — | |
| IC-GANType=GAN2024.12 | 10.4 | — | — | — | — | — | — | — | |
| ACTNFE=1, Resolution=64x642023.11 | 10.6 | — | 1 | — | 67 | 56 | — | — | |
| OT-CFMSource=Gaussian, NFE=20, Integration Method=Euler2025.12 | 10.62 | — | — | — | — | — | — | — | |
| DPMSolver-2Model=EDM2-L, NFE=62025.12 | 10.66 | — | — | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-L, NFE=52025.12 | 10.69 | — | — | — | — | — | — | — | |
| DDPMNFE=250, Resolution=64x642023.11 | 11 | — | 250 | — | 67 | 58 | — | — | |
| DDPMNFE=250, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 11 | — | — | — | — | — | — | — | |
| CTNFE=2, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 11.1 | — | — | — | — | — | — | — | |
| CTSampling steps=2-step2026.06 | 11.1 | — | — | — | — | 56 | — | — | |
| DPMSolver-3Model=EDM2-L, NFE=52025.12 | 11.16 | — | — | — | — | — | — | — | |
| NFDM-OTNFE=122024.04 | 11.58 | — | — | — | — | — | — | — | |
| MFMType=Diff/FM2024.12 | 11.82 | — | — | — | — | — | — | — | |
| DPMSolver-2Model=EDM2-S, NFE=62025.12 | 11.89 | — | — | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-S, NFE=52025.12 | 11.98 | — | — | — | — | — | — | — | |
| Self-labeled guidanceAnnotation free=true2022.10 | 12.1 | — | — | 23.1 | — | — | — | — | |
| DDIMModel=EDM2-L, NFE=82025.12 | 12.56 | — | — | — | — | — | — | — | |
| DPMSolver-3Model=EDM2-S, NFE=52025.12 | 12.57 | — | — | — | — | — | — | — | |
| CTNFE=1, Resolution=64x642023.11 | 13 | — | 1 | — | 71 | 47 | — | — | |
| CTSampling steps=1-step2026.06 | 13 | — | — | — | — | 47 | — | — | |
| DDIMNFE=50, Resolution=64x642023.11 | 13.7 | — | 50 | — | 65 | 56 | — | — | |
| DDIMNFE=50, Sampling Protocol=deterministic, Feature Leakage=false2025.01 | 13.7 | — | — | — | — | — | — | — | |
| DDIM2026.06 | 13.7 | — | — | — | — | 56 | — | — | |
| FMType=Diff/FM2024.12 | 13.93 | — | — | — | — | — | — | — | |
| Flow MatchingNFE=1382024.04 | 14.14 | — | — | — | — | — | — | — | |
| DDIMModel=EDM2-S, NFE=82025.12 | 14.2 | — | — | — | — | — | — | — | |
| FM w/ OTpath=OT2022.10 | 14.45 | 3.31 | 138 | — | — | — | — | — | |
| UniPC-3Model=EDM2-S, NFE=62025.12 | 15.26 | — | — | — | — | — | — | — | |
| PDSampling steps=1-step2026.06 | 15.39 | — | — | — | — | 62 | — | — | |
| DPMSolver-2Model=EDM2-L, NFE=52025.12 | 16.13 | — | — | — | — | — | — | — | |
| UniPC-3Model=EDM2-L, NFE=62025.12 | 16.23 | — | — | — | — | — | — | — | |
| OT-CFM + Pruned SamplingSource=Pruned, NFE=10, Integration Method=Euler2025.12 | 16.7 | — | — | — | — | — | — | — | |
| Ground-truth labels guidanceAnnotation free=false2022.10 | 16.8 | — | — | 18.6 | — | — | — | — | |
| FM w/ Diffusionpath=diffusion2022.10 | 16.88 | 3.33 | 187 | — | — | — | — | — | |
| NFDM-OTNFE=42024.04 | 17.28 | — | — | — | — | — | — | — | |
| DDPM2022.10 | 17.36 | 3.32 | 264 | — | — | — | — | — | |
| Multisample Flow MatchingNFE=122024.04 | 17.6 | — | — | — | — | — | — | — | |
| StyleGAN2+GANdance2026.06 | 17.8 | — | — | — | — | 54 | — | — | |
| DPMSolver-2Model=EDM2-S, NFE=52025.12 | 18.16 | — | — | — | — | — | — | — | |
| DDIMNFE=10, Resolution=64x642023.11 | 18.3 | — | 10 | — | 60 | 49 | — | — | |
| TARFLOWType=NF, Configuration=2-768-8-8-N(0, 0.05^2), Patch Size=2, Channels=768, Num Flows=8, Layers per Flow=8, Input Noise=N(0, 0.05^2)2024.12 | 18.42 | — | — | — | — | — | — | — | |
| OT-CFMSource=Gaussian, NFE=10, Integration Method=Euler2025.12 | 18.84 | — | — | — | — | — | — | — | |
| Self-sup GANType=GAN2024.12 | 19.2 | — | — | — | — | — | — | — | |
| Shortcut-DistillNumber of Euler steps=82025.12 | 19.47 | -9.03 | — | — | — | — | — | — | |
| Score Matching2022.10 | 19.74 | 3.4 | 441 | — | — | — | — | — | |
| First-order forward-value samplerModel=EDM2-L, NFE=42025.12 | 20.55 | — | — | — | — | — | — | — | |
| DDIMModel=EDM2-L, NFE=62025.12 | 20.65 | — | — | — | — | — | — | — | |
| StyleGAN22026.06 | 21.32 | — | — | — | — | 36 | — | — | |
| DPMSolver-3Model=EDM2-L, NFE=42025.12 | 21.49 | — | — | — | — | — | — | — |