Image Generation on ImageNet 64x64 (train test)
1.12FIDDual-Rate Diffusion
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dual-Rate DiffusionK=16, NFE=2562026.05 | 1.12 | 7.44 | |
| Dual-Rate DiffusionK=16, NFE=5122026.05 | 1.12 | 13.14 | |
| Dual-Rate MMDK=4, NFE=82026.05 | 1.17 | 0.79 | |
| Moment MatchingNFE=82026.05 | 1.24 | 0.87 | |
| our base modelNFE=512, guidance w=12026.05 | 1.25 | 55.5 | |
| DMD2NFE=12026.05 | 1.28 | — | |
| EDM2-XL (Huen)NFE=632026.05 | 1.33 | 25.58 | |
| VDM++NFE=10242026.05 | 1.43 | 429.25 | |
| Dual-Rate MMDK=2, NFE=42026.05 | 1.44 | 0.39 | |
| sCD-XXLNFE=22026.05 | 1.48 | — | |
| Moment MatchingNFE=42026.05 | 1.5 | 0.43 | |
| Dual-Rate DiffusionK=16, NFE=1282026.05 | 1.52 | 3.53 | |
| Dual-Rate MMDK=1, NFE=22026.05 | 1.56 | 0.2 | |
| CTMNFE=12026.05 | 1.73 | — | |
| sCD-XXLNFE=12026.05 | 2.04 | — | |
| our base modelNFE=512, guidance w=02026.05 | 2.38 | 55.5 | |
| Moment MatchingNFE=22026.05 | 3.86 | 0.22 |