Image Generation on ImageNet-256 (test)
4.37FIDFastCache + AdaCorrection
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| FastCache + AdaCorrectionBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.37 | 12.78 | 25.6 | 0.915 | 15.5 | 83.5 | 10.9 | 732 | |
| FBCache + AdaCorrectionBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.38 | 12.85 | 25.5 | 0.913 | 14.7 | 82.1 | 11.6 | 748 | |
| Full RecomputeBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.42 | 12.11 | 25.8 | 0.915 | 11.6 | 0 | 18.3 | 1,012 | |
| AdaCache + AdaCorrectionBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.43 | 13.02 | 25.3 | 0.911 | 14.8 | 78.1 | 14.9 | 770 | |
| FastCacheBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.46 | 13.15 | 25 | 0.906 | 15.6 | 80.5 | 11.2 | 750 | |
| FBCacheBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.48 | 13.22 | 25.1 | 0.908 | 14.9 | 78.6 | 11.5 | 745 | |
| TeaCache + AdaCorrectionBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.54 | 13.22 | 25.1 | 0.907 | 15.7 | 77.9 | 12.8 | 714 | |
| LazyDiT + AdaCorrectionBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.55 | 13.15 | 25.1 | 0.908 | 15.8 | 75.2 | 13.9 | 731 | |
| LD3Steps=72026.07 | 4.68 | — | — | — | — | — | — | — | |
| D2POSteps=72026.07 | 4.7 | — | — | — | — | — | — | — | |
| AdaCacheBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.75 | 13.55 | 24.7 | 0.9 | 15 | 72.4 | 14.8 | 768 | |
| D2POSteps=62026.07 | 4.8 | — | — | — | — | — | — | — | |
| LazyDiTBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 4.91 | 14.66 | 23.5 | 0.892 | 16.2 | 64 | 13.8 | 720 | |
| TeaCacheBackbone=DiT-XL/2, Sampling Steps=50, Guidance Scale=1.52026.02 | 5.09 | 14.72 | 23.7 | 0.891 | 15.9 | 68.5 | 12.7 | 702 | |
| LD3Steps=62026.07 | 5.09 | — | — | — | — | — | — | — | |
| UniformSteps=72026.07 | 5.35 | — | — | — | — | — | — | — | |
| D2POSteps=52026.07 | 5.48 | — | — | — | — | — | — | — | |
| UniformSteps=62026.07 | 6.03 | — | — | — | — | — | — | — | |
| LD3Steps=52026.07 | 6.03 | — | — | — | — | — | — | — | |
| DMNSteps=62026.07 | 7.25 | — | — | — | — | — | — | — | |
| D2POSteps=42026.07 | 7.28 | — | — | — | — | — | — | — | |
| DMNSteps=52026.07 | 7.33 | — | — | — | — | — | — | — | |
| DMNSteps=72026.07 | 7.4 | — | — | — | — | — | — | — | |
| UniformSteps=52026.07 | 7.8 | — | — | — | — | — | — | — | |
| LD3Steps=42026.07 | 9.19 | — | — | — | — | — | — | — | |
| DMNSteps=42026.07 | 10.15 | — | — | — | — | — | — | — | |
| GITSSteps=72026.07 | 10.33 | — | — | — | — | — | — | — | |
| UniformSteps=42026.07 | 13.86 | — | — | — | — | — | — | — | |
| GITSSteps=62026.07 | 19.33 | — | — | — | — | — | — | — | |
| GITSSteps=52026.07 | 43.56 | — | — | — | — | — | — | — | |
| GITSSteps=42026.07 | 56 | — | — | — | — | — | — | — |