Text-to-image generation on SDXL U-Net (test)
29.08FIDOBS-Diff
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OBS-DiffSparsity=15%, #Params=2.24 B, TFLOPs=5.332025.10 | 29.08 | 0.3215 | 0.6877 | |
| OBS-DiffSparsity=20%, #Params=2.13 B, TFLOPs=5.122025.10 | 29.19 | 0.3212 | 0.6461 | |
| Dense ModelSparsity=0%, #Params=2.57 B, TFLOPs=5.982025.10 | 29.21 | 0.3213 | 0.7635 | |
| OBS-DiffSparsity=30%, #Params=1.91 B, TFLOPs=4.702025.10 | 29.75 | 0.3204 | 0.4909 | |
| EcoDiffSparsity=15%, #Params=2.24 B, TFLOPs=5.332025.10 | 34.18 | 0.31 | -0.187 | |
| EcoDiffSparsity=20%, #Params=2.13 B, TFLOPs=5.122025.10 | 42.98 | 0.2993 | -0.6172 | |
| L1-normSparsity=15%, #Params=2.24 B, TFLOPs=5.332025.10 | 71.78 | 0.3035 | -0.0006 | |
| EcoDiffSparsity=30%, #Params=1.91 B, TFLOPs=4.702025.10 | 101.96 | 0.2465 | -1.9161 | |
| L1-normSparsity=20%, #Params=2.13 B, TFLOPs=5.122025.10 | 133.07 | 0.2825 | -0.7897 | |
| L1-normSparsity=30%, #Params=1.91 B, TFLOPs=4.702025.10 | 170.68 | 0.2711 | -1.1694 |