Image Restoration on All-in-one multi-degradation dataset (H, R, N combinations)
30.45PSNR (H+R+N)MLMIR
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MLMIRSetting=All-in-one2026.06 | 30.45 | 90.1 | 32.52 | 96.5 | 28.73 | 87.6 | 32.23 | 91.7 | 31.82 | 97.9 | 40.11 | 98.7 | 32.72 | 92.9 | 32.65 | 93.6 | |
| Perceive-IRSetting=All-in-one2026.06 | 30.22 | 89.4 | 31.55 | 94.5 | 28.32 | 87.1 | 30.52 | 84.9 | 31.9 | 98 | 38.95 | 98.3 | 31.88 | 92.3 | 31.9 | 92.1 | |
| DSwinIRSetting=All-in-one2026.06 | 30.09 | 89.9 | 31.07 | 96 | 28.45 | 87.3 | 31.29 | 91.5 | 31.77 | 97.3 | 39.09 | 98.2 | 32.22 | 92.3 | 31.99 | 93.2 | |
| FDTANetSetting=All-in-one2026.06 | 29.68 | 84.6 | 30.91 | 93.7 | 29.06 | 87.4 | 27.63 | 82.7 | 31.91 | 98.1 | 29.13 | 89.2 | 28.88 | 85.7 | 29.6 | 88.8 | |
| DefusionSetting=All-in-one2026.06 | 29.66 | 84.9 | 29.93 | 93.7 | 28.11 | 86.6 | 32.17 | 92 | 31.29 | 96.9 | 40.15 | 98.6 | 32.72 | 92.5 | 32.01 | 92.2 | |
| VLU-NetSetting=All-in-one2026.06 | 29.35 | 84.2 | 30.38 | 93.5 | 28.79 | 86.9 | 28.21 | 84.3 | 31.37 | 95.9 | 33.82 | 96.8 | 27.88 | 85.3 | 29.97 | 89.6 | |
| Ref-IRTSetting=All-in-one2026.06 | 28.95 | 82.3 | 32.33 | 96.1 | 28.62 | 87.2 | 31.22 | 83.1 | 30.69 | 96.1 | 31.89 | 90.2 | 29.39 | 89.9 | 30.44 | 89.3 |