Image Generation on ImageNet 128x128
1.26FIDSiD2
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SiD22025.06 | 1.26 | — | — | — | — | — | — | — | — | — | |
| PaGoDA2025.06 | 1.48 | — | — | — | — | — | — | — | — | — | |
| DisCo-Diff2025.06 | 1.73 | — | — | — | — | — | — | — | — | — | |
| VDM++2025.06 | 1.75 | — | — | — | — | — | — | — | — | — | |
| STYLEGAN-XL2023.05 | 1.81 | — | — | — | — | 11.35 | 68.04 | 0.04 | 0.09 | — | |
| SiD2025.06 | 1.94 | — | — | — | — | — | — | — | — | — | |
| Simple Diff# Param.=2B2026.04 | 1.94 | — | — | — | — | — | — | — | — | — | |
| iTARFlow-L# Param.=1.2B2026.04 | 2.44 | — | — | — | — | — | — | — | — | — | |
| RIN2025.06 | 2.75 | — | — | — | — | — | — | — | — | — | |
| RIN# Param.=410M2026.04 | 2.75 | — | — | — | — | — | — | — | — | — | |
| ADM2023.05 | 2.97 | — | — | — | — | 26.63 | 68.54 | 0.14 | 0.16 | — | |
| ADM-G (511 NFE)# Param.=554M2026.04 | 2.97 | — | — | — | — | — | — | — | — | — | |
| LSI2025.06 | 3.12 | — | — | — | — | — | — | — | — | — | |
| SciRE-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=50, Classifier guidance scale=1.252023.08 | 3.36 | — | — | — | — | — | — | — | — | — | |
| DDIMTrajectory=Uniform time, Initial Time=10^-3, NFE=50, Classifier guidance scale=1.252023.08 | 3.51 | — | — | — | — | — | — | — | — | — | |
| CDM2025.06 | 3.52 | — | — | — | — | — | — | — | — | — | |
| CDM2026.04 | 3.52 | — | — | — | — | — | — | — | — | — | |
| SciRE-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=20, Classifier guidance scale=1.252023.08 | 3.67 | — | — | — | — | — | — | — | — | — | |
| DPM-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=50, Classifier guidance scale=1.252023.08 | 4.17 | — | — | — | — | — | — | — | — | — | |
| SciRE-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=15, Classifier guidance scale=1.252023.08 | 4.27 | — | — | — | — | — | — | — | — | — | |
| ADM + DCWSampling steps (T)=502026.04 | 4.52 | — | — | — | — | — | 58 | — | — | — | |
| U-ViT-Huge (supervised baseline)Model=Diff., Label fraction=100%2023.02 | 4.53 | 219.8 | — | — | — | — | — | — | — | — | |
| DPTModel=Diff., Label fraction=< 0.4%(5), Backbone=U-ViT-Huge, Auxiliary=MSN2023.02 | 4.58 | 210.9 | — | — | — | — | — | — | — | — | |
| DPTModel=Diff., Label fraction=< 0.1%(1), Backbone=U-ViT-Huge, Auxiliary=MSN2023.02 | 4.59 | 153.6 | — | — | — | — | — | — | — | — | |
| SciRE-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=12, Classifier guidance scale=1.252023.08 | 4.73 | — | — | — | — | — | — | — | — | — | |
| DDIMTrajectory=Uniform time, Initial Time=10^-3, NFE=20, Classifier guidance scale=1.252023.08 | 4.91 | — | — | — | — | — | — | — | — | — | |
| TARFlow# Param.=1.3B2026.04 | 5.03 | — | — | — | — | — | — | — | — | — | |
| ADMSampling steps (T)=502026.04 | 5.18 | — | — | — | — | — | 58 | — | — | — | |
| DPM-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=20, Classifier guidance scale=1.252023.08 | 5.46 | — | — | — | — | — | — | — | — | — | |
| SciRE-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=10, Classifier guidance scale=1.252023.08 | 5.58 | — | — | — | — | — | — | — | — | — | |
| ADM2025.06 | 5.91 | — | — | — | — | — | — | — | — | — | |
| DDIMTrajectory=Uniform time, Initial Time=10^-3, NFE=15, Classifier guidance scale=1.252023.08 | 6.07 | — | — | — | — | — | — | — | — | — | |
| DPM-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=15, Classifier guidance scale=1.252023.08 | 6.68 | — | — | — | — | — | — | — | — | — | |
| DDIMTrajectory=Uniform time, Initial Time=10^-3, NFE=12, Classifier guidance scale=1.252023.08 | 7.55 | — | — | — | — | — | — | — | — | — | |
| S³GANModel=GAN, Label fraction=20%2023.02 | 7.7 | 83.1 | — | — | — | — | — | — | — | — | |
| DPM-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=12, Classifier guidance scale=1.252023.08 | 7.78 | — | — | — | — | — | — | — | — | — | |
| S³GANModel=GAN, Label fraction=10%2023.02 | 8 | 78.7 | — | — | — | — | — | — | — | — | |
| DDIMTrajectory=Uniform time, Initial Time=10^-3, NFE=10, Classifier guidance scale=1.252023.08 | 9.33 | — | — | — | — | — | — | — | — | — | |
| HARD Truncationsigma=2, type=hard2023.05 | 9.69 | — | — | — | — | 25.83 | 39.89 | 0.13 | 0.18 | — | |
| BASELINE BIGGANBackbone=BigGAN, Fine-tuning=false2023.05 | 9.83 | — | — | — | — | 28.04 | 41.21 | 0.14 | 0.17 | — | |
| PR-divergence fine-tuned BigGANlambda=0.22023.05 | 9.92 | — | — | — | — | 26.69 | 42.04 | 0.13 | 0.17 | — | |
| DPM-Solver-2Trajectory=Uniform time, Initial Time=10^-3, NFE=10, Classifier guidance scale=1.252023.08 | 10.17 | — | — | — | — | — | — | — | — | — | |
| ADM + DCWSampling steps (T)=202026.04 | 10.34 | — | — | — | — | — | 54 | — | — | — | |
| S³GANModel=GAN, Label fraction=5%2023.02 | 10.4 | 59.6 | — | — | — | — | — | — | — | — | |
| PR-divergence fine-tuned BigGANlambda=0.52023.05 | 10.82 | — | — | — | — | 26.83 | 42.38 | 0.13 | 0.16 | — | |
| SOFT Truncationpsi=0.7, type=soft2023.05 | 11.39 | — | — | — | — | 23.04 | 31.13 | 0.11 | 0.15 | — | |
| HARD Truncationsigma=1, type=hard2023.05 | 12.12 | — | — | — | — | 21.86 | 35.42 | 0.11 | 0.15 | — | |
| ADMSampling steps (T)=202026.04 | 12.28 | — | — | — | — | — | 52 | — | — | — | |
| HDFM2026.05 | 12.92 | — | — | — | — | — | — | — | — | — | |
| FQ-BigGANTraining Iterations=256K2020.04 | 13.77 | 54.36 | — | — | — | — | — | — | — | — | |
| HamGAN-strongResolution=128x128, Training Codebase=YLG2021.09 | 14.77 | — | — | — | — | — | — | — | — | — | |
| BigGANTraining Iterations=256K2020.04 | 14.88 | 63.03 | — | — | — | — | — | — | — | — | |
| HARD Truncationsigma=0.5, type=hard2023.05 | 15.21 | — | — | — | — | 21.13 | 29.55 | 0.1 | 0.13 | — | |
| SOFT Truncationpsi=0.5, type=soft2023.05 | 15.49 | — | — | — | — | 20.2 | 19.83 | 0.1 | 0.14 | — | |
| YLGResolution=128x1282021.09 | 15.94 | — | — | — | — | — | — | — | — | — | |
| HamGAN-babyResolution=128x128, Hamburger variant=NMF ham, Feature resolution=32x322021.09 | 16.05 | — | — | — | — | — | — | — | — | — | |
| SAGANResolution=128x1282021.09 | 18.28 | — | — | — | — | — | — | — | — | — | |
| JiT-B/16Model size=B/162026.05 | 18.47 | — | — | — | — | — | — | — | — | — | |
| FQ-BigGANTraining Iterations=Half2020.04 | 19.11 | 41.92 | — | — | — | — | — | — | — | — | |
| PR-divergence fine-tuned BigGANlambda=22023.05 | 20.21 | — | — | — | — | 30.27 | 30.49 | 0.14 | 0.14 | — | |
| PR-divergence fine-tuned BigGANlambda=12023.05 | 20.42 | — | — | — | — | 29.72 | 28.21 | 0.15 | 0.15 | — | |
| PR-divergence fine-tuned BigGANlambda=52023.05 | 20.76 | — | — | — | — | 30.87 | 28.38 | 0.15 | 0.15 | — | |
| FM / OTpath=OT2022.10 | 20.9 | — | — | — | 2.9 | — | — | — | — | — | |
| PGMGAN2022.10 | 21.7 | — | — | — | — | — | — | — | — | — | |
| BigGANTraining Iterations=Half2020.04 | 22.77 | 38.05 | — | — | — | — | — | — | — | — | |
| TAC-GAN2020.04 | 23.75 | 28.86 | — | — | — | — | — | — | — | — | |
| Uncond. BigGAN2022.10 | 25.3 | — | — | — | — | — | — | — | — | — | |
| SNGAN-projectionResolution=128x1282021.09 | 27.62 | — | — | — | — | — | — | — | — | — | |
| Blurring2026.05 | 28.92 | — | — | — | — | — | — | — | — | — | |
| Self-cond. GAN2022.10 | 41.7 | — | — | — | — | — | — | — | — | — | |
| Logo-GAN-AE2022.10 | 50.9 | — | — | — | — | — | — | — | — | — | |
| IHDM2026.05 | 56.51 | — | — | — | — | — | — | — | — | — | |
| PacGAN22022.10 | 57.5 | — | — | — | — | — | — | — | — | — | |
| MGAN2022.10 | 58.9 | — | — | — | — | — | — | — | — | — | |
| BigGANd'=3842021.12 | — | 104.57 | 9.19 | 9.18 | — | — | — | — | — | — | |
| OmniGANd'=384, source=quoted from [69]2021.12 | — | 190.94 | 8.3 | 8.93 | — | — | — | — | — | — | |
| OmniGANd'=384, source=reproduced2021.12 | — | 169.13 | 7.11 | 7.3 | — | — | — | — | — | — | |
| OmniGAN+LCSAd'=3842021.12 | — | 192.45 | 4.83 | 5.24 | — | — | — | — | — | — | |
| SCFM2026.05 | — | — | — | — | — | — | — | — | — | 17.18 | |
| SiT-XL/2Conditioning=class-conditional2026.05 | — | — | — | — | — | — | — | — | — | 17.243 | |
| SiT-XL/2Conditioning=unconditional2026.05 | — | — | — | — | — | — | — | — | — | 26.349 |