Multi-task Image Restoration on All-in-One IR Benchmark Average
34.23PSNRMLMIR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MLMIRType=All-in-One2026.06 | 34.23 | 95.7 | |
| DefusionType=All-in-One2026.06 | 33.58 | 94 | |
| Perceive-IRType=All-in-One2026.06 | 33.51 | 94 | |
| AllRestoreType=All-in-One2026.06 | 33.45 | 93.7 | |
| VLU-NetType=All-in-One2026.06 | 33.43 | 94 | |
| BaryIRType=All-in-One2026.06 | 33.43 | 93.9 | |
| AdaIRType=All-in-One2026.06 | 33.33 | 94 | |
| ACLType=Aligned2026.06 | 32.78 | 92.2 | |
| PPTformerType=Aligned2026.06 | 32.5 | 92.5 | |
| ECFNetType=Aligned2026.06 | 32.2 | 92.1 | |
| MHNetType=Aligned2026.06 | 32.06 | 91.6 | |
| PGH2NetType=Specific2026.06 | 31.84 | 90.9 | |
| ALGNetType=Specific2026.06 | 31.74 | 92.1 | |
| MSP-FormerType=Specific2026.06 | 31.69 | 91.7 | |
| EfDeRain+Type=Specific2026.06 | 31.17 | 90.5 | |
| BiRank MemoryBackbone=PromptIR, Training Protocol=fine-tuned2026.06 | 30.629 | 90.32 | |
| BiRank MemoryBackbone=AirNet, Training Protocol=fine-tuned2026.06 | 30.4178 | 89.88 | |
| Ctrl.Backbone=AirNet, Training Protocol=fine-tuned2026.06 | 30.3699 | 89.57 | |
| Rank MemoryBackbone=AirNet, Training Protocol=fine-tuned2026.06 | 30.3368 | 89.75 | |
| Rank MemoryBackbone=PromptIR, Training Protocol=fine-tuned2026.06 | 30.1703 | 90.39 | |
| Ctrl.Backbone=PromptIR, Training Protocol=fine-tuned2026.06 | 29.9118 | 90.05 | |
| BaseBackbone=AirNet, Training Protocol=fine-tuned2026.06 | 29.8895 | 89.74 | |
| BaseBackbone=PromptIR, Training Protocol=fine-tuned2026.06 | 29.3825 | 90.24 | |
| BiRank MemoryBackbone=PromptIR, Training Protocol=from scratch2026.06 | 28.7767 | 86.26 | |
| BiRank MemoryBackbone=AirNet, Training Protocol=from scratch2026.06 | 28.7459 | 87.3 | |
| Ctrl.Backbone=PromptIR, Training Protocol=from scratch2026.06 | 28.7411 | 86.18 | |
| Rank MemoryBackbone=AirNet, Training Protocol=from scratch2026.06 | 28.7314 | 87.08 | |
| Ctrl.Backbone=AirNet, Training Protocol=from scratch2026.06 | 28.6705 | 87.09 | |
| Rank MemoryBackbone=PromptIR, Training Protocol=from scratch2026.06 | 28.5491 | 85.85 | |
| BaseBackbone=AirNet, Training Protocol=from scratch2026.06 | 28.4939 | 86.81 | |
| BaseBackbone=PromptIR, Training Protocol=from scratch2026.06 | 28.4866 | 85.64 |