All-in-One Image Restoration on CBSD68 + SOTS + Rain100L
33.14PSNRSLER-IR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SLER-IRReference=Ours2026.03 | 33.14 | 0.922 | |
| EvoIRParams (M)=36.682025.12 | 33 | 0.922 | |
| DFPIRParams (M)=31.12025.12 | 32.88 | 0.919 | |
| MoCE-IRParams (M)=25.352025.12 | 32.73 | 0.917 | |
| MoCEIRReference=CVPR’252026.03 | 32.73 | 0.917 | |
| VLU-NetReference=CVPR’252026.03 | 32.7 | 0.919 | |
| AdaIRParams (M)=28.772025.12 | 32.69 | 0.918 | |
| AdaIRParams (M)=28.772026.05 | 32.69 | 0.92 | |
| OursParams (M)=7.392026.05 | 32.69 | 0.92 | |
| Perceive-IRParams (M)=42.022025.12 | 32.63 | 0.917 | |
| Perceive-IRParams (M)=42.022026.05 | 32.63 | 0.917 | |
| InstructIRParams (M)=15.842025.12 | 32.43 | 0.913 | |
| InstructIRReference=ECCV’242026.03 | 32.43 | 0.913 | |
| InstructIR-3DParams (M)=15.82026.05 | 32.43 | 0.913 | |
| Ours w/o promptParams (M)=7.392026.05 | 32.36 | 0.917 | |
| GridformerParams (M)=34.072025.12 | 32.19 | 0.912 | |
| GridformerParams (M)=34.072026.05 | 32.19 | 0.912 | |
| Up-RestorerParams (M)=28.012025.12 | 32.16 | 0.915 | |
| PromptIRParams (M)=32.962025.12 | 32.06 | 0.913 | |
| PromptIRReference=NeurIPS’232026.03 | 32.06 | 0.913 | |
| PromptIRParams (M)=32.962026.05 | 32.06 | 0.913 | |
| IDRParams (M)=15.342025.12 | 31.83 | 0.911 | |
| IDRReference=CVPR’232026.03 | 31.83 | 0.911 | |
| IDRParams (M)=15.342026.05 | 31.83 | 0.911 | |
| NDRParams (M)=28.42025.12 | 31.51 | 0.91 | |
| MambaIRParams (M)=26.782026.05 | 31.51 | 0.907 | |
| FSNetParams (M)=13.282026.05 | 31.42 | 0.906 | |
| AirNetParams (M)=8.932025.12 | 31.2 | 0.91 | |
| AirnetReference=CVPR’222026.03 | 31.2 | 0.91 | |
| AirNetParams (M)=8.932026.05 | 31.2 | 0.91 | |
| RestormerReference=CVPR’222026.03 | 30.75 | 0.901 | |
| RestormerParams (M)=26.132026.05 | 30.75 | 0.901 | |
| MPRNetReference=CVPR’212026.03 | 30.63 | 0.894 | |
| MPRNetParams (M)=17.332026.05 | 30.63 | 0.894 | |
| ProResParams (M)=370.632025.12 | 30.38 | 0.888 | |
| NAFNetParams (M)=17.112026.05 | 29.67 | 0.844 |