Conditional Generation on CIFAR-10
3.68FIDCFM + learned η
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CFM + learned ηBackbone=U-Net [35, 19], Auxiliary Variable (η)=learned2026.05 | 3.68 | 87.28 | 0.0017 | 9.2 | |
| CFM + numeric ηBackbone=U-Net [35, 19], Auxiliary Variable (η)=numeric2026.05 | 4.54 | 83.61 | 0.003 | 9.19 | |
| CFMBackbone=U-Net [35, 19], Auxiliary Path=None2026.05 | 4.71 | 82.24 | 0.0032 | 9.18 | |
| numeric ηBackbone=U-Net [35, 19], Auxiliary Variable (η)=numeric, Guidance=auxiliary only2026.05 | 5.73 | 79.18 | 0.0038 | 8.89 | |
| learned ηBackbone=U-Net [35, 19], Auxiliary Variable (η)=learned, Guidance=auxiliary only2026.05 | 5.9 | 77.03 | 0.0043 | 8.93 | |
| TJS-0.8NFE=33, gamma=0.82026.07 | 13.27 | — | — | — | |
| FullNFE=402026.07 | 13.3 | — | — | — | |
| TJS-0.7NFE=29, gamma=0.72026.07 | 18.83 | — | — | — | |
| TJS-0.6NFE=25, gamma=0.62026.07 | 24.98 | — | — | — | |
| TJS-0.5NFE=21, gamma=0.52026.07 | 32.76 | — | — | — | |
| TJS-0.3NFE=13, gamma=0.32026.07 | 57.2 | — | — | — |