Image Generation on ImageNet 128x128 (train test)
0.24TFLOPsDual-Rate MMD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Dual-Rate MMDK=1, NFE=22026.05 | 0.24 | 2.6 | |
| Moment MatchingNFE=22026.05 | 0.27 | 3.14 | |
| Dual-Rate MMDK=2, NFE=42026.05 | 0.48 | 2.58 | |
| Moment MatchingNFE=42026.05 | 0.55 | 1.72 | |
| Dual-Rate MMDK=4, NFE=82026.05 | 0.92 | 1.9 | |
| Moment MatchingNFE=82026.05 | 1.1 | 1.49 | |
| Dual-Rate DiffusionK=16, NFE=1282026.05 | 8.05 | 3.21 | |
| Dual-Rate DiffusionK=16, NFE=2562026.05 | 13.98 | 1.89 | |
| Dual-Rate DiffusionK=16, NFE=5122026.05 | 28.23 | 1.48 | |
| SiD2NFE=5122026.05 | 70.37 | 1.26 | |
| our base modelNFE=512, guidance w=12026.05 | 70.37 | 1.5 | |
| our base modelNFE=512, guidance w=02026.05 | 70.37 | 2.66 | |
| VDM++NFE=10242026.05 | 544.26 | 1.75 |