Low-light adverse weather restoration on LOL Snow v1 (test)
27.5PSNRIG-Diff
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| IG-DiffCategory=One-stage, Training=End-to-End2026.05 | 27.5 | 0.938 | |
| DLNCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 23.42 | 0.861 | |
| WeatherDiffCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 21.82 | 0.898 | |
| STLCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 20.52 | 0.803 | |
| MIRCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 19.78 | 0.741 | |
| GDNCategory=Two-stage, Pipeline=Restoration -> Enhancement, Enhancement Module=DLN2026.05 | 19.46 | 0.769 | |
| STLCategory=Two-stage, Pipeline=Restoration -> Enhancement, Enhancement Module=DLN2026.05 | 19.34 | 0.709 | |
| DLNCategory=Two-stage, Pipeline=Enhancement -> Restoration, Restoration Module=STL2026.05 | 19.32 | 0.774 | |
| GDNCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 18.59 | 0.8 | |
| DiTCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 18.35 | 0.739 | |
| DLNCategory=Two-stage, Pipeline=Enhancement -> Restoration, Restoration Module=GDN2026.05 | 18.28 | 0.738 | |
| DMSCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 17.54 | 0.771 | |
| PaletteCategory=One-stage, Training=Retrained on dataset (End-to-End)2026.05 | 16.12 | 0.563 | |
| DLNCategory=Two-stage, Pipeline=Enhancement -> Restoration, Restoration Module=DMS2026.05 | 14.82 | 0.606 | |
| DMSCategory=Two-stage, Pipeline=Restoration -> Enhancement, Enhancement Module=DLN2026.05 | 14.21 | 0.58 |