Dehazing on RESIDE
4.69FIDTPGDiff
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TPGDiff2026.01 | 4.69 | — | 32.87 | 0.979 | 0.021 | |
| DiffRes2026.01 | 5.08 | — | 30.87 | 0.97 | 0.023 | |
| DA-CLIP2026.01 | 5.52 | — | 30.16 | 0.936 | 0.03 | |
| DehazeFormer2026.01 | 7.58 | — | 30.29 | 0.964 | 0.045 | |
| MAXIM2026.01 | 8.12 | — | 29.12 | 0.932 | 0.043 | |
| IR-SDE2026.01 | 8.33 | — | 25.25 | 0.906 | 0.06 | |
| GridDehazeNet2026.01 | 10.62 | — | 25.86 | 0.944 | 0.048 | |
| GCANet2026.01 | 11.52 | — | 26.59 | 0.935 | 0.052 | |
| InstructP2PMethod Category=Diffusion-based models2024.03 | 33.48 | 12.76 | — | — | — | |
| InstructP2PSteps=100, MACs(G)=103381, Para.(M)=10272026.01 | 33.48 | 12.76 | — | — | — | |
| Diff-PluginMethod Category=Diffusion-based models2024.03 | 34.68 | 14.38 | — | — | — | |
| Diff-PluginSteps=20, MACs(G)=30400, Para.(M)=12562026.01 | 34.68 | 14.38 | — | — | — | |
| Nano-Diff-PluginSteps=20, MACs(G)=17120, Para.(M)=7122026.01 | 35.23 | 15.03 | — | — | — | |
| WGWS-NetMethod Category=Regression-based multi-task models, re-trained=true2024.03 | 36.25 | 15.79 | — | — | — | |
| Regression-based specialized modelsMethod Category=Regression-based specialized models2024.03 | 36.4 | 15.66 | — | — | — | |
| ControlNetMethod Category=Diffusion-based models, re-trained=true2024.03 | 37.02 | 15.45 | — | — | — | |
| ControlNetSteps=50, MACs(G)=24637, Para.(M)=13972026.01 | 37.02 | 15.45 | — | — | — | |
| AirNetMethod Category=Regression-based multi-task models, re-trained=true2024.03 | 39.53 | 17.86 | — | — | — | |
| Null-TextMethod Category=Diffusion-based models2024.03 | 39.94 | 14.88 | — | — | — | |
| Null-TextSteps=50, MACs(G)=374137, Para.(M)=10272026.01 | 39.94 | 14.88 | — | — | — | |
| PromptIRMethod Category=Regression-based multi-task models, re-trained=true2024.03 | 40.88 | 17.8 | — | — | — | |
| P2PMethod Category=Diffusion-based models2024.03 | 42.17 | 17.33 | — | — | — | |
| PNPMethod Category=Diffusion-based models2024.03 | 42.82 | 16.98 | — | — | — | |
| SDMethod Category=Diffusion-based models2024.03 | 48.89 | 24.47 | — | — | — | |
| SDSteps=200, MACs(G)=79940, Para.(M)=14102026.01 | 48.89 | 24.47 | — | — | — | |
| AdaIR2026.01 | — | — | 30.87 | 0.975 | — | |
| AdaIRTraining=Jointly trained on all tasks2026.03 | — | — | 24.71 | 0.92 | 0.07 | |
| AwRaCleTraining=Jointly trained on all tasks2026.03 | — | — | 25.65 | 0.93 | 0.07 | |
| InstructIRTraining=Jointly trained on all tasks2026.03 | — | — | 29.78 | 0.97 | 0.02 | |
| NAFNetTraining=Jointly trained on all tasks2026.03 | — | — | 27.62 | 0.96 | 0.04 | |
| OneRestoreTraining=Jointly trained on all tasks2026.03 | — | — | 30.68 | 0.97 | 0.02 | |
| PromptIRTraining=Jointly trained on all tasks2026.03 | — | — | 26.27 | 0.95 | 0.03 | |
| RestormerTraining=Jointly trained on all tasks2026.03 | — | — | 26.57 | 0.95 | 0.05 | |
| UnSCARTraining=Jointly trained on all tasks2026.03 | — | — | 31.89 | 0.98 | 0.03 |