Perceptual Image Restoration on Average across datasets (combined)
37.6PSNRLLaRS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLaRSParams(M)=83.64, FLOPs(G)=109.6, Time (ms)=386, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 37.6 | — | |
| PromptIRParams(M)=35.61, FLOPs(G)=348.3, Time (ms)=77, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 36.25 | — | |
| RestormerParams(M)=26.15, FLOPs(G)=312.7, Time (ms)=73, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 36.07 | — | |
| HOGformerParams(M)=30.00, FLOPs(G)=426.9, Time (ms)=308, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 35.33 | — | |
| MoCE-IRParams(M)=23.08, FLOPs(G)=186.2, Time (ms)=133, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 35.31 | — | |
| GridFormerParams(M)=34.18, FLOPs(G)=742.1, Time (ms)=390, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 35.24 | — | |
| AMIRParams(M)=23.57, FLOPs(G)=281.5, Time (ms)=96, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 34.15 | — | |
| MPRNetParams(M)=3.67, FLOPs(G)=285.9, Time (ms)=45, Resolution=256 x 256, Hardware (GPU)=single A100 GPU2026.04 | 32.49 | — | |
| DELNetEvaluation Protocol=Single-task sequence2026.01 | 31.28 | 94 | |
| CLAIOEvaluation Protocol=Single-task sequence2026.01 | 30.67 | 93 | |
| ADSMEvaluation Protocol=Single-task sequence2026.01 | 30.21 | 91 | |
| WeatherDiffEvaluation Protocol=Single-task sequence2026.01 | 29.94 | 90 | |
| WGWSEvaluation Protocol=Single-task sequence2026.01 | 29.61 | 91 | |
| TransWeatherEvaluation Protocol=Single-task sequence2026.01 | 27.82 | 88 | |
| EWCEvaluation Protocol=Single-task sequence2026.01 | 27.79 | 81 | |
| Chen et al.Evaluation Protocol=Single-task sequence2026.01 | 27.66 | 87 | |
| AIRFormerEvaluation Protocol=Single-task sequence2026.01 | 26.04 | 85 | |
| UniRestore2025.01 | 26 | 86.68 | |
| MASEvaluation Protocol=Single-task sequence2026.01 | 25.74 | 73 | |
| AFCEvaluation Protocol=Single-task sequence2026.01 | 25.73 | 77 | |
| PromptIRvariant=standard2025.01 | 24.85 | 84.47 | |
| DiffUIRvariant=standard2025.01 | 24.68 | 84.74 | |
| DiffBIRvariant=standard2025.01 | 24.16 | 83.4 | |
| PIGWMEvaluation Protocol=Single-task sequence2026.01 | 23.31 | 71 | |
| NAFNetvariant=standard2025.01 | 23.01 | 80.63 | |
| PODEvaluation Protocol=Single-task sequence2026.01 | 22.8 | 66 | |
| DiffUIR*variant=asterisk2025.01 | 22.26 | 78.08 | |
| PromptIR*variant=asterisk2025.01 | 21.64 | 76.8 | |
| LwFEvaluation Protocol=Single-task sequence2026.01 | 20.9 | 64 | |
| DiffBIR*variant=asterisk2025.01 | 20.82 | 75.1 | |
| NAFNet*variant=asterisk2025.01 | 20.02 | 72.95 | |
| URIEvariant=standard2025.01 | 18.81 | 64.06 | |
| URIE*variant=asterisk2025.01 | 18.41 | 60.71 | |
| DIPvariant=standard2025.01 | 17.13 | 57.34 | |
| DIP*variant=asterisk2025.01 | 16.28 | 55.69 |