Generative Modeling on CIFAR-10 (FID, IS, Precision, Recall, KID)
1.79FIDEDM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EDM2025.10 | 1.79 | — | — | — | — | |
| Rectified Flow (ODE)σ=0.02025.05 | 2.58 | 9.6 | — | 57 | — | |
| DxMI + N2CE (M=100)Backbone=DDPM, NFE=102024.05 | 2.99 | — | — | 0.638 | — | |
| DxMI + Value GuidanceBackbone=DDPM, NFE=102024.05 | 3.17 | — | — | 0.623 | — | |
| DxMIBackbone=DDPM, NFE=102024.05 | 3.19 | — | — | 0.625 | — | |
| DDPMσ=0.02025.05 | 3.21 | 9.46 | — | 57 | — | |
| DDPMBackbone=DDPM, NFE=10002024.05 | 3.21 | — | — | 0.57 | — | |
| EGC2025.10 | 3.3 | 9.43 | — | — | — | |
| StyleGAN2 ADA2025.10 | 3.49 | 10.24 | — | — | — | |
| DxMI + NCE (M=1)Backbone=DDPM, NFE=102024.05 | 3.93 | — | — | 0.623 | — | |
| RSDσ=0.12025.05 | 3.98 | 9.346 | 64.3 | 57.8 | 0.0016 | |
| RSDσ=0.22025.05 | 4.77 | 9.165 | 65 | 56.4 | 0.0025 | |
| SFT-PGBackbone=DDPM, NFE=102024.05 | 4.82 | — | — | 0.606 | — | |
| Joint-Diffusion2025.10 | 6.4 | — | — | — | — | |
| StyleGAN22025.10 | 6.96 | 9.53 | — | — | — | |
| DATT=502025.10 | 7.57 | 9.86 | — | — | — | |
| DATT=402025.10 | 9.12 | 9.92 | — | — | — | |
| SADA-JEM2025.10 | 9.41 | 8.77 | — | — | — | |
| Teacherσ=0.22025.05 | 12.21 | 8.312 | 59.5 | 41.6 | 0.0059 | |
| DDIMBackbone=DDPM, NFE=102024.05 | 13.36 | — | — | — | — | |
| BigGAN2025.10 | 14.73 | 9.22 | — | — | — | |
| RSDσ=0.42025.05 | 21.63 | 7.934 | 53.6 | 38.4 | 0.0127 | |
| RATIO2025.10 | 21.96 | 9.61 | — | — | — | |
| SNGAN2025.10 | 25.5 | 8.59 | — | — | — | |
| Standard AT2025.10 | 28.41 | 9.58 | — | — | — | |
| VERA2025.10 | 30.5 | 8.11 | — | — | — | |
| WEAT2025.10 | 30.74 | 8.97 | — | — | — | |
| FastDPM†Backbone=DDPM, NFE=102024.05 | 35.85 | — | — | 0.29 | — | |
| IGEBM2025.10 | 37.9 | 8.3 | — | — | — | |
| JEM++2025.10 | 38 | 8.11 | — | — | — | |
| JEAT2025.10 | 38.24 | 8.8 | — | — | — | |
| JEM2025.10 | 38.4 | 8.76 | — | — | — | |
| Robust-JEM2025.10 | 41.17 | 8.71 | — | — | — | |
| Residual Flow2025.10 | 46.4 | 3.6 | — | — | — | |
| Glow2025.10 | 48.9 | 3.92 | — | — | — |