Text-to-Image Generation on MS-COCO 512x512 (val)
20.69FIDDyWeight
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DyWeightNFE=7, Base Model=FLUX.1-dev2026.03 | 20.69 | 26.49 | — | — | — | — | — | |
| DyWeightNFE=5, Base Model=FLUX.1-dev2026.03 | 21.02 | 26.73 | — | — | — | — | — | |
| DPM-Solver++(2M)NFE=5, Base Model=FLUX.1-dev2026.03 | 21.81 | 26.38 | — | — | — | — | — | |
| DPM-Solver++(2M)NFE=7, Base Model=FLUX.1-dev2026.03 | 22.18 | 26.2 | — | — | — | — | — | |
| iPNDM(2M)NFE=7, Base Model=FLUX.1-dev2026.03 | 22.22 | 26.17 | — | — | — | — | — | |
| iPNDM(2M)NFE=5, Base Model=FLUX.1-dev2026.03 | 25.03 | 26.37 | — | — | — | — | — | |
| DyWeightNFE=3, Base Model=FLUX.1-dev2026.03 | 42.69 | 25.43 | — | — | — | — | — | |
| iPNDM(2M)NFE=3, Base Model=FLUX.1-dev2026.03 | 48.46 | 24.83 | — | — | — | — | — | |
| DiT-PruningSparsity=20%, Params (B)=9.54, Resolution=512x5122026.07 | 63.12 | 0.155 | 37.73 | -0.813 | 298.59 | 73 | 83.9 | |
| DenseSparsity=0%, Params (B)=11.9, Resolution=512x5122026.07 | 63.41 | 0.154 | 39.13 | -0.801 | 298.68 | 75 | — | |
| WandaSparsity=20%, Params (B)=9.54, Resolution=512x5122026.07 | 63.58 | 0.155 | 37.37 | -0.812 | 299.05 | 72 | 79.3 | |
| DPM-Solver++(2M)NFE=3, Base Model=FLUX.1-dev2026.03 | 63.64 | 24.4 | — | — | — | — | — | |
| MagnitudeSparsity=20%, Params (B)=9.53, Resolution=512x5122026.07 | 63.82 | 0.155 | 36.45 | -0.811 | 300.94 | 74 | 71.7 | |
| DiT-PruningSparsity=40%, Params (B)=7.17, Resolution=512x5122026.07 | 64.14 | 0.158 | 36.53 | -0.824 | 299.66 | 71 | 68.4 | |
| WandaSparsity=40%, Params (B)=7.17, Resolution=512x5122026.07 | 65.73 | 0.156 | 34.38 | -0.836 | 305.19 | 66 | 61.6 | |
| DiT-PruningSparsity=50%, Params (B)=5.98, Resolution=512x5122026.07 | 66.15 | 0.158 | 33.29 | -0.863 | 304.46 | 64 | 58.8 | |
| MagnitudeSparsity=40%, Params (B)=7.16, Resolution=512x5122026.07 | 66.58 | 0.157 | 29.94 | -0.916 | 306.87 | 71 | 54.6 | |
| MagnitudeSparsity=50%, Params (B)=5.97, Resolution=512x5122026.07 | 69.18 | 0.156 | 26.77 | -1.139 | 308.31 | 58 | 49.5 | |
| WandaSparsity=50%, Params (B)=5.98, Resolution=512x5122026.07 | 74.19 | 0.158 | 26.63 | -0.915 | 310.66 | 49 | 49.5 |