Blind Face Restoration on LFW (test)
40.97FIDDiffBIR
Evaluation results
| Method | Links | |||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DiffBIR2024.10 | 40.97 | — | — | — | — | 0.0234 | 5.738 | 58.04 | 9.105 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| WaveFace2024.03 | 43.175 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DifFace2024.03 | 45.227 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR22024.03 | 45.298 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DifFace2024.10 | 46.48 | — | — | — | — | 0.0329 | 4.024 | 74.11 | 11.33 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DifFace#Images=17112022.12 | 46.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DifFace2026.01 | 47.0041 | 69.8269 | 0.46 | — | — | — | — | — | — | 0.5642 | 0.6727 | 0.7613 | 0.7554 | — | — | — | — | — | — | — | — | — | — | |
| GFPGAN2024.10 | 47.59 | — | — | — | — | 0.0308 | 4.554 | 64 | 9.842 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestoreFormer2024.03 | 47.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR2#Images=17112022.12 | 47.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestoreFormer#Images=17112022.12 | 48.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAEFR2026.01 | 48.5389 | 75.8789 | 0.5425 | — | — | — | — | — | — | 0.6559 | 0.7744 | 0.8369 | 0.8365 | — | — | — | — | — | — | — | — | — | — | |
| GFPGAN2026.01 | 48.661 | 76.5157 | 0.5843 | — | — | — | — | — | — | 0.663 | 0.8217 | 0.8765 | 0.8811 | — | — | — | — | — | — | — | — | — | — | |
| RestoreFormer2024.10 | 49.04 | — | — | — | — | 0.0355 | 4.168 | 66.74 | 12.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestoreFormer2026.01 | 49.3172 | 73.6487 | 0.5657 | — | — | — | — | — | — | 0.616 | 0.7464 | 0.8043 | 0.8325 | — | — | — | — | — | — | — | — | — | — | |
| PMRF2024.10 | 49.32 | — | — | — | — | 0.0366 | 4.003 | 66.92 | 6.138 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFP-GAN2024.03 | 49.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSFRGAN#Images=17112022.12 | 49.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFPGAN#Images=17112022.12 | 50.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFR#Images=17112022.12 | 50.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPEN2024.03 | 50.792 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| RestoreFormer++2024.10 | 50.8 | — | — | — | — | 0.0386 | 3.911 | 63.3 | 9.429 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFR2024.03 | 50.867 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BFRffusion2024.10 | 50.93 | — | — | — | — | 0.0377 | 4.963 | 68.5 | 7.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFR2026.01 | 50.9369 | 74.5095 | 0.5353 | — | — | — | — | — | — | 0.6077 | 0.7617 | 0.8257 | 0.8352 | — | — | — | — | — | — | — | — | — | — | |
| DR2 + VQFRPrior=VQFR2023.03 | 50.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFRv22024.10 | 51.16 | — | — | — | — | 0.0378 | 3.761 | 61.54 | 16.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFRv12024.10 | 51.31 | — | — | — | — | 0.0399 | 3.59 | 60.14 | 11.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFR2023.03 | 51.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CodeFormer2024.03 | 51.863 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR2 + SPARPrior=SPAR2023.03 | 52.27 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SPARNetHD2023.03 | 52.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Codeformer2026.01 | 52.4015 | 75.4539 | 0.5231 | — | — | — | — | — | — | 0.648 | 0.7787 | 0.8404 | 0.8431 | — | — | — | — | — | — | — | — | — | — | |
| CodeFormer#Images=17112022.12 | 52.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CodeFormer2024.10 | 52.82 | — | — | — | — | 0.0387 | 4.484 | 67.56 | 9.534 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR22026.01 | 53.5473 | 72.4804 | 0.5308 | — | — | — | — | — | — | 0.597 | 0.7481 | 0.8156 | 0.8231 | — | — | — | — | — | — | — | — | — | — | |
| Pref-Restore2026.01 | 54.7887 | 76.666 | 0.5883 | — | — | — | — | — | — | 0.6951 | 0.8471 | 0.9121 | 0.8913 | — | — | — | — | — | — | — | — | — | — | |
| GFP-GAN2023.03 | 54.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPEN2026.01 | 55.0946 | 72.3826 | 0.4606 | — | — | — | — | — | — | 0.5946 | 0.7308 | 0.8191 | 0.7863 | — | — | — | — | — | — | — | — | — | — | |
| GPEN2023.03 | 55.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CodeFormer2023.03 | 56.15 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gen2ResOutput Resolution=256x256, Steps (K)=200, Iterations=30002023.12 | 56.32 | 60.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFROutput Resolution=256x2562023.12 | 63.73 | 57.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFPGANOutput Resolution=256x2562023.12 | 64.1 | 60.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DFDNet2023.03 | 64.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PULSE#Images=17112022.12 | 65.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CodeFormerOutput Resolution=256x2562023.12 | 66.31 | 58.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR2(+VQFR)Output Resolution=256x2562023.12 | 67.7 | 57.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SwinIRNote=Posterior mean approximation2024.10 | 87.34 | — | — | — | — | 0.0808 | 8.595 | 25.13 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DOT2024.10 | 97.09 | — | — | — | — | 0.0891 | 5.705 | 18.06 | 26.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Input2024.03 | 124.974 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Input2023.12 | 131.68 | 27.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| A^2BFRPrompt-conditioned=true2026.03 | — | 76.78 | 0.6469 | — | — | — | — | — | — | — | 0.7641 | — | — | — | 0.7816 | — | — | — | — | — | — | — | — | |
| AuthFace2024.10 | — | 73.83 | 0.6036 | — | — | — | 4.239 | — | — | — | — | — | — | 0.8265 | — | — | — | — | — | — | — | — | — | |
| BFRffusion2024.10 | — | 69.59 | 0.5169 | — | — | — | 4.912 | — | — | — | — | — | — | 0.6824 | — | — | — | — | — | — | — | — | — | |
| CodeFormer2023.08 | — | 75.483 | 0.3188 | 0.689 | 52.8765 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CodeFormer2024.10 | — | 75.39 | 0.526 | — | — | — | 4.448 | — | — | — | — | — | — | 0.7825 | — | — | — | — | — | — | — | — | — | |
| CodeFormer2026.03 | — | 74.71 | 0.495 | — | — | — | — | — | — | — | 0.5962 | — | — | — | 0.6792 | — | — | — | — | — | — | — | — | |
| CodeFormer2026.03 | — | — | — | 0.697 | — | — | — | — | — | — | — | — | — | — | — | 0.809 | 0.832 | 75.47 | 4.76 | 0.726 | 18.46 | 4.31 | — | |
| DAEFR2026.03 | — | 75.26 | 0.5225 | — | — | — | — | — | — | — | 0.604 | — | — | — | 0.6992 | — | — | — | — | — | — | — | — | |
| DAEFR2026.03 | — | — | — | 0.696 | — | — | — | — | — | — | — | — | — | — | — | 0.814 | 0.827 | 75.84 | 4.81 | 0.742 | 17.91 | 4.33 | — | |
| DAEFR2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.42 | |
| DifFace2023.08 | — | 70.4957 | 0.2692 | 0.5945 | 44.9201 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DifFace2026.03 | — | 61.39 | 0.3938 | — | — | — | — | — | — | — | 0.4511 | — | — | — | 0.5802 | — | — | — | — | — | — | — | — | |
| DifFace2026.03 | — | — | — | 0.61 | — | — | — | — | — | — | — | — | — | — | — | 0.718 | 0.748 | 69.9 | 4.48 | 0.686 | 18.41 | 3.86 | — | |
| DifFace2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 2.5 | |
| DiffBIRs=02023.08 | — | 76.4206 | 0.4499 | 0.7948 | 40.9065 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffBIR2024.10 | — | 74.5 | 0.5955 | — | — | — | 5.677 | — | — | — | — | — | — | 0.7839 | — | — | — | — | — | — | — | — | — | |
| DiT4SRPrompt-conditioned=true2026.03 | — | 75.8 | 0.5561 | — | — | — | — | — | — | — | 0.6297 | — | — | — | 0.681 | — | — | — | — | — | — | — | — | |
| DMDNet2023.08 | — | 73.4027 | 0.2973 | 0.6467 | 43.5403 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR22023.08 | — | 67.5357 | 0.283 | 0.5728 | 45.942 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DR22024.10 | — | 70.92 | 0.5075 | — | — | — | 4.989 | — | — | — | — | — | — | 0.7328 | — | — | — | — | — | — | — | — | — | |
| DR22026.03 | — | 66.74 | 0.4456 | — | — | — | — | — | — | — | 0.6018 | — | — | — | 0.6371 | — | — | — | — | — | — | — | — | |
| DR22026.03 | — | — | — | 0.658 | — | — | — | — | — | — | — | — | — | — | — | 0.72 | 0.753 | 67.13 | 4.67 | 0.7 | 18.43 | 4.23 | — | |
| GCFSR2023.08 | — | 71.3789 | 0.279 | 0.6143 | 52.6972 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFP-GAN2023.08 | — | 76.3779 | 0.3688 | 0.7196 | 47.4717 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GFPGAN2024.10 | — | 73.47 | 0.5293 | — | — | — | 3.902 | — | — | — | — | — | — | 0.7454 | — | — | — | — | — | — | — | — | — | |
| GFPGAN2026.03 | — | 75.18 | 0.5539 | — | — | — | — | — | — | — | 0.6637 | — | — | — | 0.7155 | — | — | — | — | — | — | — | — | |
| GPEN2023.08 | — | 76.621 | 0.3616 | 0.7181 | 51.9862 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Interlcm2026.03 | — | — | — | 0.721 | — | — | — | — | — | — | — | — | — | — | — | 0.831 | 0.834 | 75.87 | 4.84 | 0.753 | 17.98 | 4.55 | — | |
| Interlcm2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.58 | |
| IQPIR2026.03 | — | — | — | 0.79 | — | — | — | — | — | — | — | — | — | — | — | 0.861 | 0.878 | 76.89 | 5.08 | 0.761 | 17.82 | 4.67 | — | |
| IQPIR2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.17 | |
| PGDiff2023.08 | — | 72.2175 | 0.2927 | 0.6133 | 41.5814 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PSFRGAN2024.10 | — | 73.43 | 0.4881 | — | — | — | 3.976 | — | — | — | — | — | — | 0.7525 | — | — | — | — | — | — | — | — | — | |
| RestoreFormer2026.03 | — | — | — | 0.741 | — | — | — | — | — | — | — | — | — | — | — | 0.793 | 0.807 | 73.7 | 4.65 | 0.711 | 18.64 | 4.22 | — | |
| RestoreFormer++2023.08 | — | 72.2492 | 0.3179 | 0.7025 | 50.7309 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| StableSR2024.10 | — | 75.43 | 0.5461 | — | — | — | 4.461 | — | — | — | — | — | — | 0.7875 | — | — | — | — | — | — | — | — | — | |
| StableSRPrompt-conditioned=true2026.03 | — | 68.29 | 0.4932 | — | — | — | — | — | — | — | 0.4809 | — | — | — | 0.5143 | — | — | — | — | — | — | — | — | |
| VQFR2023.08 | — | 74.3847 | 0.328 | 0.7099 | 50.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VQFR2026.03 | — | 73.8 | 0.5212 | — | — | — | — | — | — | — | 0.5966 | — | — | — | 0.6855 | — | — | — | — | — | — | — | — | |
| VSPBFR2026.03 | — | 73.41 | 0.4884 | — | — | — | — | — | — | — | 0.5272 | — | — | — | 0.6489 | — | — | — | — | — | — | — | — | |
| WaveFace2026.03 | — | — | — | 0.788 | — | — | — | — | — | — | — | — | — | — | — | 0.786 | 0.799 | 73.55 | 4.69 | 0.689 | 19.18 | 4.43 | — | |
| WaveFace2026.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 3.92 |