Image Generation on COCO 256x256 (dev)
64.96FIDDiT-Pruning
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DiT-PruningSparsity=40%, Params (B)=7.172026.07 | 64.96 | 37.71 | 0.156 | -0.992 | 292.77 | 0.69 | 0.645 | |
| DiT-PruningSparsity=20%, Params (B)=9.532026.07 | 65.31 | 37.69 | 0.154 | -0.965 | 294.94 | 0.72 | 0.828 | |
| WandaSparsity=20%, Params (B)=9.542026.07 | 65.62 | 37.57 | 0.154 | -0.991 | 293.87 | 0.72 | 0.784 | |
| DenseSparsity=0%, Params (B)=11.92026.07 | 66.01 | 38.78 | 0.154 | -0.964 | 295.08 | 0.73 | — | |
| MagnitudeSparsity=20%, Params (B)=9.532026.07 | 66.54 | 37.26 | 0.154 | -1.037 | 296.29 | 0.68 | 0.675 | |
| DiT-PruningSparsity=50%, Params (B)=5.982026.07 | 67.56 | 35.91 | 0.161 | -1.089 | 295.79 | 0.6 | 0.537 | |
| WandaSparsity=40%, Params (B)=7.172026.07 | 68.27 | 36.15 | 0.155 | -1.049 | 294.71 | 0.61 | 0.561 | |
| MagnitudeSparsity=40%, Params (B)=7.162026.07 | 71.11 | 30.49 | 0.155 | -1.227 | 308.19 | 0.57 | 0.493 | |
| WandaSparsity=50%, Params (B)=5.982026.07 | 74.85 | 27.87 | 0.155 | -1.179 | 287.41 | 0.44 | 0.452 | |
| MagnitudeSparsity=50%, Params (B)=5.972026.07 | 78.46 | 24.14 | 0.159 | -1.476 | 317.77 | 0.42 | 0.434 |