Blind Face Restoration on CelebA (test)
100SSIMGT
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GT2021.01 | 100 | 0 | 43.43 | 4.292 | 0 | — | — | — | — | — | — | — | — | — | — | |
| WaveFaceLevel=1, Resolution=x256, #Param. (M)=71.41, Time (s)=8.122024.03 | 73 | — | — | — | — | 27.08 | — | — | — | — | — | — | — | — | — | |
| WaveFace2024.03 | 71.1 | 0.343 | 13.062 | — | 28.263 | 26.967 | — | — | — | — | — | — | — | — | — | |
| WaveFaceLevel=2, Resolution=x128, #Param. (M)=25.36, Time (s)=1.972024.03 | 71 | — | — | — | — | 26.97 | — | — | — | — | — | — | — | — | — | |
| PMRF2024.10 | 70.73 | 0.347 | 37.46 | 4.118 | 30.67 | 26.37 | 2.03 | — | — | 0.0257 | 70.73 | — | — | — | — | |
| DeblurGANv2finetuning=true2021.01 | 69.52 | 0.4001 | 52.69 | 4.917 | 39.64 | 25.91 | — | — | — | — | — | — | — | — | — | |
| BFRDiffusion2024.10 | 69.17 | 0.3619 | 41.53 | 4.966 | 30.98 | 26.21 | 1.992 | — | — | 0.0301 | 66.23 | — | — | — | — | |
| DifFaceη=0.52022.12 | 69 | 0.461 | — | — | 64.94 | 23.44 | 6.06 | 48.98 | 20.29 | — | — | — | — | — | — | |
| Input2021.01 | 68.48 | 0.4866 | 143.98 | 13.44 | 47.94 | 25.35 | — | — | — | — | — | — | — | — | — | |
| GFP-GAN2021.01 | 67.77 | 0.3646 | 42.62 | 4.077 | 34.6 | 25.08 | — | — | — | — | — | — | — | — | — | |
| GFPGAN2024.10 | 67.74 | 0.3643 | 46.72 | 4.415 | 36.05 | 24.99 | 2.443 | — | — | 0.035 | 69.7 | — | — | — | — | |
| mGANprior2021.01 | 67.58 | 0.4584 | 82.27 | 6.422 | 55.45 | 24.3 | — | — | — | — | — | — | — | — | — | |
| PULSE2022.12 | 67.5 | 0.519 | — | — | 76.7 | 21.59 | 9.91 | 71.07 | 50.54 | — | — | — | — | — | — | |
| GFP-GAN2024.03 | 67.4 | 0.361 | 14.501 | — | 36.958 | 24.771 | — | — | — | — | — | — | — | — | — | |
| DifFace2024.10 | 67.26 | 0.3999 | 38.43 | 4.288 | 45.79 | 24.8 | 2.965 | — | — | 0.0258 | 74.13 | — | — | — | — | |
| CodeFormer2024.03 | 67.2 | 0.359 | 14.385 | — | 37.677 | 25.071 | — | — | — | — | — | — | — | — | — | |
| RestoreFormer++2024.10 | 67.03 | 0.3441 | 41.15 | 4.187 | 29.63 | 25.31 | 2.043 | — | — | 0.029 | 68.77 | — | — | — | — | |
| CodeFormer2024.10 | 67 | 0.3432 | 53.16 | 4.649 | 37.28 | 25.15 | 2.47 | — | — | 0.0425 | 69.4 | — | — | — | — | |
| DifFace2024.03 | 66.7 | 0.39 | 13.379 | — | 49.958 | 24.155 | — | — | — | — | — | — | — | — | — | |
| DOT2024.10 | 66.36 | 0.4756 | 100.2 | 6.462 | 43.87 | 21.32 | 2.876 | — | — | 0.0914 | 16 | — | — | — | — | |
| DFDNet2021.01 | 66.22 | 0.4341 | 59.08 | 4.341 | 40.31 | 23.68 | — | — | — | — | — | — | — | — | — | |
| DR22022.12 | 66.1 | 0.49 | — | — | 72.49 | 21.69 | 8.69 | 64.52 | 43.11 | — | — | — | — | — | — | |
| PSFRGAN2021.01 | 65.57 | 0.424 | 47.59 | 5.123 | 39.69 | 24.71 | — | — | — | — | — | — | — | — | — | |
| DiffBIR2024.10 | 65.36 | 0.3878 | 59.06 | 6.084 | 32.94 | 25.39 | 2.006 | — | — | 0.0509 | 56.43 | — | — | — | — | |
| WaveFaceLevel=0, Resolution=x512, #Param. (M)=109.06, Time (s)=19.372024.03 | 65 | — | — | — | — | 26.42 | — | — | — | — | — | — | — | — | — | |
| RestoreFormer2024.10 | 64.6 | 0.3655 | 42.3 | 4.405 | 32.13 | 24.62 | 2.299 | — | — | 0.0301 | 70.1 | — | — | — | — | |
| VQFRv12024.10 | 64.46 | 0.3515 | 41.79 | 3.693 | 35.75 | 24.07 | 2.429 | — | — | 0.0297 | 65.93 | — | — | — | — | |
| CodeFormer2022.12 | 64.4 | 0.438 | — | — | 64.64 | 22.7 | 8.01 | 61.31 | 25.99 | — | — | — | — | — | — | |
| VQFRv22024.10 | 64.12 | 0.3624 | 46.77 | 4.169 | 44.38 | 23.23 | 3.053 | — | — | 0.0346 | 65.9 | — | — | — | — | |
| RestoreFormer2024.03 | 63.6 | 0.364 | 12 | — | 34.752 | 24.191 | — | — | — | — | — | — | — | — | — | |
| Wan et al.2021.01 | 63.2 | 0.4826 | 67.58 | 5.356 | 43 | 24.71 | — | — | — | — | — | — | — | — | — | |
| PULSE2021.01 | 62 | 0.4851 | 67.56 | 5.305 | 69.55 | 21.61 | — | — | — | — | — | — | — | — | — | |
| HiFaceGAN2021.01 | 61.95 | 0.477 | 66.09 | 4.916 | 42.18 | 24.92 | — | — | — | — | — | — | — | — | — | |
| CodeFormer2026.03 | 61.74 | 0.475 | 61.44 | 5.6992 | — | 20.98 | — | — | — | — | — | 0.2636 | 66.06 | 0.5608 | 0.4775 | |
| PSFRGAN2022.12 | 61.5 | 0.522 | — | — | 73.84 | 21.8 | 9.19 | 69.3 | 68.19 | — | — | — | — | — | — | |
| GFPGAN2022.12 | 61.5 | 0.532 | — | — | 73.49 | 21.25 | 12.26 | 58.4 | 68.61 | — | — | — | — | — | — | |
| VQFR2024.03 | 61.4 | 0.358 | 14.048 | — | 38.684 | 23.735 | — | — | — | — | — | — | — | — | — | |
| DR22024.03 | 61.3 | 0.402 | 14.671 | — | 51.03 | 23.583 | — | — | — | — | — | — | — | — | — | |
| GPEN2024.03 | 60.3 | 0.44 | 22.251 | — | 38.473 | 24.319 | — | — | — | — | — | — | — | — | — | |
| DiffBIR2026.03 | 60 | 0.4631 | 32.54 | 6.2855 | — | 22 | — | — | — | — | — | 0.234 | 75.61 | 0.7895 | 0.6256 | |
| RestoreFormer2022.12 | 58.9 | 0.518 | — | — | 71.26 | 21.76 | 11.14 | 55.84 | 58.64 | — | — | — | — | — | — | |
| DR2Level=-, Resolution=x256, #Param. (M)=93.56, Time (s)=8.762024.03 | 57 | — | — | — | — | 22.89 | — | — | — | — | — | — | — | — | — | |
| VQFR2022.12 | 57 | 0.506 | — | — | 72.23 | 21.11 | 11.32 | 52.7 | 62.46 | — | — | — | — | — | — | |
| NVB-Face2026.03 | 55.74 | 0.4969 | 18.43 | 5.2747 | — | 20.05 | — | — | — | — | — | 0.2133 | 74.71 | 0.7431 | 0.6536 | |
| DifFaceLevel=-, Resolution=x512, #Param. (M)=175.38, Time (s)=25.042024.03 | 46 | — | — | — | — | 19.06 | — | — | — | — | — | — | — | — | — | |
| WaveFaceLevel=3, Resolution=x64, #Param. (M)=3.9, Time (s)=1.462024.03 | 46 | — | — | — | — | 24.81 | — | — | — | — | — | — | — | — | — | |
| Input2024.03 | 38.9 | 0.586 | 67.505 | — | 54.958 | 23.038 | — | — | — | — | — | — | — | — | — |