Image Inpainting on LAION-400M 10K images (test)
6.37FIDSDXL
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SDXLViT En. C.R.=N/A, DiT De. C.R.=0%2024.12 | 6.37 | 0.2112 | 5,979.5 | 66.09 | — | 5,979.5 | 66.09 | — | |
| RegenerateImageViT En. C.R.=N/A, DiT De. C.R.=0%2024.12 | 9.53 | 0.1942 | 809.8 | 13.11 | — | 809.8 | 13.11 | — | |
| Lazy Diffusion (LD)ViT En. C.R.=0%, DiT De. C.R.=0%2024.12 | 10.9 | 0.1882 | 1,085.1 | 17.13 | 45 | 285.8 | 5.68 | 13.66 | |
| LD w/ DiffCR-LTViT En. C.R.=50%, DiT De. C.R.=30%2024.12 | 13.42 | 0.1845 | 804.9 | 13.89 | 34.88 | 214.5 | 5.21 | 11.52 | |
| LD w/ DiffCR-LViT En. C.R.=50%, DiT De. C.R.=30%2024.12 | 13.53 | 0.1839 | 822.9 | 13.71 | 34.67 | 220.4 | 5.3 | 11.3 | |
| LD w/ MoDViT En. C.R.=50%, DiT De. C.R.=30%2024.12 | 18.34 | 0.185 | 764.6 | 13.02 | 32.58 | 205.1 | 4.83 | 11.11 | |
| LD w/ Model PruningViT En. C.R.=50%, DiT De. C.R.=30%2024.12 | 27.36 | 0.1796 | 775.5 | 15.33 | 45 | 204.5 | 5.37 | 13.66 | |
| RegenerateCropViT En. C.R.=N/A, DiT De. C.R.=0%2024.12 | 54.43 | 0.1737 | 267.3 | 4.3 | 45 | 199.2 | 4.19 | 13.66 | |
| LD w/ ToMe (TF)ViT En. C.R.=50%, DiT De. C.R.=10%2024.12 | 60.77 | 0.1756 | 979 | 16.87 | 40.14 | 259.7 | 6.82 | 13.01 | |
| LD w/ AT-EDM (TF)ViT En. C.R.=50%, DiT De. C.R.=30%2024.12 | 203.35 | 0.1459 | 751.4 | 15.49 | 32.94 | 202.8 | 6.11 | 11.91 | |
| LD w/ ToMe (TF)ViT En. C.R.=50%, DiT De. C.R.=30%2024.12 | 279.36 | 0.1496 | 765.7 | 16.82 | 32.61 | 206.7 | 6.64 | 11.14 |