Low-light adverse weather restoration on LOL-Fog v1 (test)
29.34PSNR (LOL-Fog v1)IG-Diff
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IG-DiffCategory=One-stage, Training=End-to-End2026.05 | 29.34 | 95.6 | |
| WeatherDiffCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 20.38 | 89.3 | |
| STLCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 20.15 | 80.7 | |
| GDNCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 19.83 | 84.1 | |
| DLNCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 17.61 | 83.5 | |
| DMSCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 17.35 | 80.4 | |
| MIRCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 17.12 | 78.3 | |
| DiTCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 16.86 | 70.5 | |
| PaletteCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 16.58 | 66.9 | |
| DMSCategory=Two-stage, Pipeline=Restoration -> Enhancement, Enhancement Module=DLN2026.05 | 11.86 | 67.7 | |
| GDNCategory=Two-stage, Pipeline=Restoration -> Enhancement, Enhancement Module=DLN2026.05 | 11.47 | 71 | |
| DLNCategory=Two-stage, Pipeline=Enhancement -> Restoration, Restoration Module=GDN2026.05 | 10.74 | 60.8 | |
| DLNCategory=Two-stage, Pipeline=Enhancement -> Restoration, Restoration Module=DMS2026.05 | 10.55 | 58.6 | |
| DLNCategory=Two-stage, Pipeline=Enhancement -> Restoration, Restoration Module=STL2026.05 | 9.44 | 54.1 | |
| STLCategory=Two-stage, Pipeline=Restoration -> Enhancement, Enhancement Module=DLN2026.05 | 8.85 | 54.1 |