Face Restoration on CelebA (test)
0LPIPSGT
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GT2024.03 | 0 | — | 1 | 63.43 | 43.43 | 1 | — | — | — | — | — | — | — | — | — | — | |
| HDRFaceDiffusion Category=One-Step Diffusion, Model Variant=Qwen-Image2026.05 | 0.2045 | 24.08 | 0.6899 | — | 50.14 | — | — | — | — | — | — | — | 0.152 | 0.5372 | 33.3 | 1.991 | |
| HDRFaceDiffusion Category=One-Step Diffusion, Model Variant=SD V2.1-base, Backbone=DINOv3-L2026.05 | 0.2224 | 23.62 | 0.6782 | — | 40.66 | — | — | — | — | — | — | — | 0.1433 | 0.5344 | 30.12 | 1.939 | |
| GFPGANPublisher=CVPR, Year=2021, Evaluation Mode=Zero-shot Prediction2026.04 | 0.2295 | 22.99 | 0.637 | — | 97.42 | — | — | 0.2644 | — | 381.64 | — | — | — | — | — | — | |
| CodeFormerDiffusion Category=Non-Diffusion2026.05 | 0.2307 | 24.31 | 0.6788 | — | 53.17 | — | — | — | — | — | — | — | 0.1661 | 0.5092 | 37.76 | 2.454 | |
| RestoreFormer++Publisher=TPAMI, Year=2023, Evaluation Mode=Zero-shot Prediction2026.04 | 0.2368 | 22.88 | 0.6265 | — | 89.7 | — | — | 0.2599 | — | 395.52 | — | — | — | — | — | — | |
| RestoreFormer++Diffusion Category=Non-Diffusion2026.05 | 0.2386 | 23.67 | 0.658 | — | 41.87 | — | — | — | — | — | — | — | 0.1594 | 0.5004 | 32.04 | 2.123 | |
| VQFRDiffusion Category=Non-Diffusion2026.05 | 0.2543 | 23.14 | 0.647 | — | 42.99 | — | — | — | — | — | — | — | 0.1643 | 0.4698 | 36.8 | 2.442 | |
| OSDFaceDiffusion Category=One-Step Diffusion2026.05 | 0.2561 | 22.12 | 0.6351 | — | 46.34 | — | — | — | — | — | — | — | 0.166 | 0.4601 | 35.71 | 2.223 | |
| DAEFRDiffusion Category=Non-Diffusion2026.05 | 0.2621 | 21.38 | 0.5997 | — | 42.46 | — | — | — | — | — | — | — | 0.1711 | 0.4242 | 46.38 | 3.059 | |
| AuthFaceDiffusion Category=Multi-Step Diffusion2026.05 | 0.2633 | 24.31 | 0.655 | — | 51.46 | — | — | — | — | — | — | — | 0.171 | 0.4731 | 39.37 | 2.46 | |
| StableSRType=Multi-step, Steps=30, Params(M)=1410, FPS=5.802026.03 | 0.27 | 24.33 | — | 71.56 | 16.96 | — | — | — | 20.64 | — | — | — | — | — | — | — | |
| FlowIEType=Multi-step, Steps=5, Params(M)=1717, FPS=1.172026.03 | 0.27 | 23.45 | — | 73.38 | 17.1 | — | — | — | 2.28 | — | — | — | — | — | — | — | |
| OSEDiffType=One-step, Steps=1, Params(M)=1775, FPS=3.912026.03 | 0.27 | 23.12 | — | 70.23 | 24.27 | — | — | — | 18.95 | — | — | — | — | — | — | — | |
| DifFaceDiffusion Category=Multi-Step Diffusion2026.05 | 0.2747 | 24.03 | 0.6802 | — | 40.11 | — | — | — | — | — | — | — | 0.1669 | 0.4294 | 44.11 | 2.777 | |
| SCFlowFRType=One-step, Steps=1, Params(M)=405, FPS=8.622026.03 | 0.29 | 24.26 | — | 72.66 | 15.62 | — | — | — | -1.54 | — | — | — | — | — | — | — | |
| SMFD-UNetMask Type=Original Mask, Evaluation Mode=Zero-shot Prediction2026.04 | 0.2933 | 24.37 | 0.7081 | — | 110.45 | — | — | 0.2664 | — | 330.19 | — | — | — | — | — | — | |
| DiffBIRType=Multi-step, Steps=50, Params(M)=1667, FPS=0.112026.03 | 0.3 | 24.15 | — | 76.05 | 16.91 | — | — | — | -1.09 | — | — | — | — | — | — | — | |
| DMDNetType=One-step, Steps=1, Params(M)=40, FPS=8.402026.03 | 0.3 | 24.09 | — | 69.76 | 29.85 | — | — | — | 19.26 | — | — | — | — | — | — | — | |
| RestoreFormerType=One-step, Steps=1, Params(M)=17, FPS=22.962026.03 | 0.3 | 23.27 | — | 72.55 | 21.22 | — | — | — | -4.69 | — | — | — | — | — | — | — | |
| PGDiffDiffusion Category=Multi-Step Diffusion2026.05 | 0.3046 | 22.22 | 0.6555 | — | 49.67 | — | — | — | — | — | — | — | 0.1733 | 0.3838 | 55.22 | 3.93 | |
| PMRFType=Multi-step, Steps=25, Params(M)=183, FPS=2.852026.03 | 0.31 | 23.59 | — | 61.79 | 21.7 | — | — | — | 24.49 | — | — | — | — | — | — | — | |
| SCFlowFR-TinyType=One-step, Steps=1, Params(M)=96, FPS=34.322026.03 | 0.31 | 24.25 | — | 69.71 | 16.36 | — | — | — | 0.9 | — | — | — | — | — | — | — | |
| CodeFormerPublisher=NeurIPS, Year=2022, Evaluation Mode=Zero-shot Prediction2026.04 | 0.3211 | 22.59 | 0.618 | — | 119.31 | — | — | 0.2565 | — | 417.59 | — | — | — | — | — | — | |
| SMFD-UNetMask Type=Generated Masks, Evaluation Mode=Zero-shot Prediction2026.04 | 0.3251 | 23.82 | 0.6934 | — | 123.54 | — | — | 0.2682 | — | 390.07 | — | — | — | — | — | — | |
| CodeFormer2024.03 | 0.343 | 26.77 | 0.719 | 66.54 | 52.44 | 62.73 | — | — | — | — | — | — | — | — | — | — | |
| RestoreFormerPublisher=CVPR, Year=2022, Evaluation Mode=Zero-shot Prediction2026.04 | 0.345 | 22.91 | 0.6328 | — | 129.25 | — | — | 0.2613 | — | 388.53 | — | — | — | — | — | — | |
| GFP-GAN2024.03 | 0.3646 | 25.08 | 0.677 | — | 42.62 | 65.4 | — | — | — | — | — | — | — | — | — | — | |
| Base Modelpersonalized=false2024.03 | 0.392 | 26.03 | 0.68 | 66.57 | 40.36 | 63.89 | — | — | — | — | — | — | — | — | — | — | |
| DFDNet2024.03 | 0.4341 | 23.68 | 0.662 | — | 59.08 | 59.69 | — | — | — | — | — | — | — | — | — | — | |
| PULSE2024.03 | 0.4851 | 21.61 | 0.62 | — | 67.56 | 30.45 | — | — | — | — | — | — | — | — | — | — | |
| Input2024.03 | 0.486 | 25.35 | 0.684 | 58.83 | 143.98 | 52.06 | — | — | — | — | — | — | — | — | — | — | |
| CodeFormer2024.03 | — | — | — | — | — | — | 8.339 | — | — | — | — | — | — | — | — | — | |
| CodeFormer2024.03 | — | — | — | — | — | — | — | 4.68 | — | — | — | — | — | — | — | — | |
| CodeFormermode=no-reference2026.05 | — | — | — | 75.554 | — | — | — | — | — | — | 0.671 | 0.538 | — | — | — | — | |
| DAEFRmode=no-reference2026.05 | — | — | — | 75.251 | — | — | — | — | — | — | 0.668 | 0.545 | — | — | — | — | |
| DifFace2024.03 | — | — | — | — | — | — | 7.724 | — | — | — | — | — | — | — | — | — | |
| DifFace2024.03 | — | — | — | — | — | — | — | 4.5 | — | — | — | — | — | — | — | — | |
| DM2024.03 | — | — | — | — | — | — | 7.121 | — | — | — | — | — | — | — | — | — | |
| DM2024.03 | — | — | — | — | — | — | — | 4.898 | — | — | — | — | — | — | — | — | |
| DR22024.03 | — | — | — | — | — | — | 6.906 | — | — | — | — | — | — | — | — | — | |
| DR22024.03 | — | — | — | — | — | — | — | 4.998 | — | — | — | — | — | — | — | — | |
| GFP-GAN2024.03 | — | — | — | — | — | — | 7.985 | — | — | — | — | — | — | — | — | — | |
| GFP-GAN2024.03 | — | — | — | — | — | — | — | 4.171 | — | — | — | — | — | — | — | — | |
| GFP-GANmode=no-reference2026.05 | — | — | — | 75.466 | — | — | — | — | — | — | 0.672 | 0.568 | — | — | — | — | |
| GPEN2024.03 | — | — | — | — | — | — | 8.514 | — | — | — | — | — | — | — | — | — | |
| GPEN2024.03 | — | — | — | — | — | — | — | 7.76 | — | — | — | — | — | — | — | — | |
| GT2024.03 | — | — | — | — | — | — | 7.909 | — | — | — | — | — | — | — | — | — | |
| GT2024.03 | — | — | — | — | — | — | — | 4.373 | — | — | — | — | — | — | — | — | |
| IConFacemode=no-reference2026.05 | — | — | — | 75.988 | — | — | — | — | — | — | 0.724 | 0.631 | — | — | — | — | |
| Input2024.03 | — | — | — | — | — | — | 6.042 | — | — | — | — | — | — | — | — | — | |
| Input2024.03 | — | — | — | — | — | — | — | 14.114 | — | — | — | — | — | — | — | — | |
| RestoreFormer2024.03 | — | — | — | — | — | — | 8.495 | — | — | — | — | — | — | — | — | — | |
| RestoreFormer2024.03 | — | — | — | — | — | — | — | 4.436 | — | — | — | — | — | — | — | — | |
| RF++mode=no-reference2026.05 | — | — | — | 73.914 | — | — | — | — | — | — | 0.689 | 0.553 | — | — | — | — | |
| VQFR2024.03 | — | — | — | — | — | — | 8.657 | — | — | — | — | — | — | — | — | — | |
| VQFR2024.03 | — | — | — | — | — | — | — | 3.775 | — | — | — | — | — | — | — | — | |
| VQFRmode=no-reference2026.05 | — | — | — | 74.406 | — | — | — | — | — | — | 0.691 | 0.552 | — | — | — | — | |
| WaveFace2024.03 | — | — | — | — | — | — | 7.732 | — | — | — | — | — | — | — | — | — | |
| WaveFace2024.03 | — | — | — | — | — | — | — | 4.421 | — | — | — | — | — | — | — | — |