notesum.ai
Published at November 21RestorerID: Towards Tuning-Free Face Restoration with ID Preservation
cs.CV
Released Date: November 21, 2024
Authors: Jiacheng Ying1, Mushui Liu1, Zhe Wu1, Runming Zhang1, Zhu Yu1, Siming Fu1, Si-Yuan Cao1, Chao Wu1, Yunlong Yu1, Hui-Liang Shen1
Aff.: 1Zhejiang University
| Methods | Ref | Light Degradation | Heavy Degradation | ||||||||||
| PSNR | SSIM | LPIPS | MUSIQ | LMSE | ID | PSNR | SSIM | LPIPS | MUSIQ | LMSE | ID | ||
| DR2 + SPAR [35] | ✗ | 25.21 | 0.750 | 0.193 | 44.85 | 2.831 | 0.711 | 21.52 | 0.703 | 0.289 | 20.53 | 6.479 | 0.385 |
| CodeFormer [45] | ✗ | 25.03 | 0.714 | 0.136 | 75.38 | 2.498 | 0.774 | 21.16 | 0.641 | 0.196 | 73.55 | 4.793 | 0.379 |
| ASFFNet [15] | ✓ | 25.07 | 0.742 | 0.127 | 72.09 | 2.483 | 0.843 | 21.25 | 0.641 | 0.199 | 71.55 | 11.661 | 0.399 |
| DMDNet [17] | ✓ | 23.97 | 0.715 | 0.158 | 70.31 | 2.637 | 0.867 | 21.39 | 0.652 | 0.211 | 67.85 | 6.966 | 0.450 |
| PFStorer [28] | ✓ | 25.16 | 0.685 | 0.136 | 76.12 | 2.230 | 0.853 | 22.31 | 0.638 | 0.182 | 75.44 | 3.918 | 0.473 |
| Ours | ✓ | 26.03 | 0.744 | 0.132 | 71.62 | 2.210 | 0.867 | 21.87 | 0.621 | 0.204 | 74.79 | 4.348 | 0.548 |