Deblurring on Deblurring (test)
32.92PSNRRestomer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RestomerYear=2022, Setting=Task-specific, Params (M)=26.12, FLOPS (G)=141, Resolution=256x2562024.03 | 32.92 | 0.961 | |
| MAXIMYear=2022, Setting=Task-specific, Params (M)=14.1, FLOPS (G)=216, Resolution=256x2562024.03 | 32.86 | 0.94 | |
| Restormercategory=Task-specific Method, setting=Known task generalization setting2024.03 | 32.12 | 0.926 | |
| RDDMcategory=Task-specific Method, setting=Known task generalization setting2024.03 | 30.74 | 0.894 | |
| IR-SDEYear=2023, Setting=Task-specific, Params (M)=34.2, FLOPS (G)=98.3, Resolution=256x2562024.03 | 30.7 | 0.901 | |
| DiffUIRcategory=Universal Method, setting=Known task generalization setting2024.03 | 30.63 | 0.89 | |
| RDDMYear=2023, Setting=Task-specific, Params (M)=36.26, FLOPS (G)=9.88, Reimplemented=true, Resolution=256x2562024.03 | 29.53 | 0.876 | |
| DiffUIR-LSetting=Universal, Params (M)=36.26, FLOPS (G)=9.88, Resolution=256x2562024.03 | 29.17 | 0.864 | |
| DiffUIR-BSetting=Universal, Params (M)=12.41, FLOPS (G)=7.19, Resolution=256x2562024.03 | 28.54 | 0.851 | |
| IDRYear=2023, Setting=Universal, Params (M)=15.34, Resolution=256x2562024.03 | 27.87 | 0.846 | |
| DiffUIR-SSetting=Universal, Params (M)=3.27, FLOPS (G)=2.4, Resolution=256x2562024.03 | 27.79 | 0.83 | |
| ProResYear=2023, Setting=Universal, Params (M)=307, FLOPS (G)=248.9, Resolution=256x2562024.03 | 27.53 | 0.851 | |
| DiffUIR-TSetting=Universal, Params (M)=0.89, FLOPS (G)=1.72, Resolution=256x2562024.03 | 27.25 | 0.817 | |
| Prompt-IRYear=2023, Setting=Universal, Params (M)=35.59, FLOPS (G)=15.81, Reimplemented=true, Resolution=256x2562024.03 | 27.21 | 0.817 | |
| AirNetYear=2022, Setting=Universal, Params (M)=8.93, FLOPS (G)=30.13, Reimplemented=true, Resolution=256x2562024.03 | 26.92 | 0.811 | |
| RestomerSetting=Universal, Params (M)=26.12, FLOPS (G)=141, Reimplemented=true, Resolution=256x2562024.03 | 26.36 | 0.814 | |
| MIRNet-v2Year=2022, Setting=Task-specific, Params (M)=5.9, FLOPS (G)=140.92, Resolution=256x2562024.03 | 26.3 | 0.799 | |
| DA-CLIPYear=2023, Setting=Universal, Params (M)=174.1, FLOPS (G)=118.5, Reimplemented=true, Resolution=256x2562024.03 | 25.39 | 0.805 | |
| SwinIRYear=2021, Setting=Task-specific, Params (M)=0.9, FLOPS (G)=752.13, Resolution=256x2562024.03 | 24.52 | 0.773 | |
| Hidden-ShotModel Configuration=3C7U2026.07 | 22.97 | 0.722 | |
| Prompt-IRcategory=Universal Method, setting=Known task generalization setting2024.03 | 22.48 | 0.77 | |
| DA-CLIPcategory=Universal Method, setting=Known task generalization setting2024.03 | 17.51 | 0.667 | |
| AirNetcategory=Universal Method, setting=Known task generalization setting2024.03 | 16.78 | 0.628 | |
| Hidden-ShotModel Configuration=3C4U2026.07 | 14.43 | 0.185 | |
| InstructDiffusion2026.07 | 13.81 | 0.369 | |
| Prompt Diffusion2026.07 | 8.88 | 0.161 |