| Places2 (test) | EdgeConnect (Canny edges) | PSNR30.85 | | 68 | 3d ago |
| Places2 irregular mask (val) | StrDiffusion | PSNR29.45 | | 48 | 3d ago |
| Places2 (evaluation) | EdgeConnect | L1 Error0.55 | | 42 | 3d ago |
| CelebA-HQ | RePaint | LPIPS0.009 | | 42 | 3d ago |
| FFHQ (test) | ASUKA-II-FLUX | FID1.844 | | 40 | 3d ago |
| Paris StreetView (test) | EdgeConnect | L1 Error40 | | 28 | 3d ago |
| FFHQ 256x256 (val) | SH-GAN | FID4.3459 | | 22 | 3d ago |
| LSUN Bedroom (test) | RAD | FID19.2 | | 21 | 3d ago |
| Places2 challenge dataset (test) | MISF | PSNR31.335 | | 21 | 3d ago |
| Places 30k crops of size 512x512 (test) | LDM-4 | FID1.5 | | 20 | 3d ago |
| Places2 512x512 (test) | LaMa | LPIPS0.086 | | 20 | 3d ago |
| CelebA-HQ 256x256 (test) | MAT | FID2.94 | | 19 | 3d ago |
| Places 512x512 (test) | MAT (Ours)† | FID0.78 | | 18 | 3d ago |
| CelebA v1 (test) | MISF | PSNR34.494 | | 18 | 3d ago |
| MISATO @512 (test) | ASUKA-II-FLUX | LPIPS0.139 | | 17 | 3d ago |
| CelebA-HQ 512x512 (test) | MAT | LPIPS0.065 | | 16 | 3d ago |
| EditBench free-form masks (val) | FreeInpaint | ImageReward0.5248 | | 15 | 3d ago |
| Urban100 (test) | Sup | PSNR22.3 | | 15 | 3d ago |
| User Study 40 random images (test) | SD-Repaint | UOM1.6 | | 12 | 3d ago |
| ImageNet Center mask 128x128 256x256 | CBT | FID4.77 | | 12 | 3d ago |
| Places2 | | JND10.9 | | 12 | 3d ago |
| FFHQ DIV2K (val) | DING | Latency (s)2.9 | | 11 | 3d ago |
| PIE-Bench (556 samples) | DDNM | FID61.4 | | 11 | 3d ago |
| LAION-400M 10K images (test) | SDXL | FID6.37 | | 11 | 3d ago |
| Places2 256x256 (val) | SH-GAN | FID7.5036 | | 10 | 3d ago |