Class conditional image generation on ImageNet 64x64 (train test)
1.02FIDUni-Instruct
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Uni-InstructFamily=Few Step, NFE=1, Divergence=FKL, Training Setting=resume and Longer Training2025.05 | 1.02 | — | — | |
| SiD2AFamily=Few Step, NFE=12025.05 | 1.1 | — | — | |
| f-distillFamily=Few Step, NFE=12025.05 | 1.16 | — | — | |
| RINFamily=Diffusion, NFE=10002025.05 | 1.23 | — | — | |
| MMDFamily=Few Step, NFE=82025.05 | 1.24 | — | — | |
| DMD2Family=Few Step, NFE=1, Training=longer training2025.05 | 1.28 | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=JKL, Training Setting=from scratch2025.05 | 1.28 | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=FKL, Training Setting=from scratch2025.05 | 1.34 | — | — | |
| SIDAFamily=Few Step, NFE=12025.05 | 1.35 | — | — | |
| Uni-InstructFamily=Few Step, NFE=1, Divergence=RKL, Training Setting=from scratch2025.05 | 1.35 | — | — | |
| VP-EDMFamily=Teacher, NFE=5112025.05 | 1.36 | — | — | |
| SiDFamily=Few Step, NFE=12025.05 | 1.71 | — | — | |
| CTMFamily=Few Step, NFE=12025.05 | 1.92 | — | — | |
| G-distillFamily=Few Step, NFE=82025.05 | 2.05 | — | — | |
| ADMFamily=Diffusion, NFE=2502025.05 | 2.07 | — | — | |
| EMD-16Family=Few Step, NFE=12025.05 | 2.2 | — | — | |
| ECTFamily=Consistency, NFE=12025.05 | 2.49 | — | — | |
| DiT-L/2Family=Diffusion, NFE=2502025.05 | 2.91 | — | — | |
| Improved Diffusion (large)Parameters=270M, Training iterations=250K, Sampling steps=250, Objective=L_hybrid2021.02 | 2.92 | 82 | 71 | |
| iCT-deepFamily=Consistency, NFE=12025.05 | 3.25 | — | — | |
| iCT-deepFamily=Few Step, NFE=12025.05 | 3.25 | — | — | |
| ICTFamily=Consistency, NFE=12025.05 | 4.02 | — | — | |
| BigGAN-deepParameters=100M, Training iterations=125K, Truncation=None2021.02 | 4.06 | 86 | 59 | |
| U-ViTFamily=Diffusion, NFE=502025.05 | 4.26 | — | — | |
| Diff-InstructFamily=Few Step, NFE=12025.05 | 5.57 | — | — | |
| Improved Diffusion (small)Parameters=100M, Training iterations=1.7M, Sampling steps=250, Objective=L_hybrid2021.02 | 6.92 | 77 | 72 | |
| DFNOFamily=Few Step, NFE=12025.05 | 7.83 | — | — | |
| PDFamily=Few Step, NFE=22025.05 | 8.95 | — | — | |
| PIDFamily=Few Step, NFE=12025.05 | 9.49 | — | — | |
| DDPMFamily=Diffusion, NFE=2502025.05 | 11 | — | — |