Object Detection on DWD (Diverse Weather Dataset)
40.2Night ClearDRSF
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DRSFVenue=-, Training Data=source + synthetic2025.03 | 40.2 | 57.7 | 39.8 | 20.2 | 38.6 | 34.7 | |
| PDOLVenue=CVPR (2024)2025.03 | 38.5 | 53.6 | 33.7 | 19.2 | 39.1 | 32.6 | |
| OA-DGVenue=AAAI (2024)2025.03 | 38 | 55.8 | 33.9 | 16.8 | 38.3 | 31.8 | |
| C-GapVenue=CVPR (2023)2025.03 | 36.9 | 51.3 | 32.3 | 18.7 | 38.5 | 31.6 | |
| SRCDVenue=TNNLS (2024)2025.03 | 36.7 | — | 28.8 | 17 | 35.9 | 29.6 | |
| S-DGODVenue=CVPR (2022)2025.03 | 36.6 | 56.1 | 28.2 | 16.6 | 33.5 | 28.7 | |
| SHADEVenue=IJCV (2024)2025.03 | 33.9 | — | 29.5 | 16.8 | 33.4 | 28.4 | |
| ISWVenue=CVPR (2021), Training Data=source + synthetic2025.03 | 33.5 | 51 | 26.1 | 14.3 | 31.3 | 26.3 | |
| SWVenue=ICCV (2019)2025.03 | 33.4 | 50.6 | 26.3 | 13.7 | 30.8 | 26.1 | |
| ISWVenue=CVPR (2021), Training Data=source2025.03 | 33.2 | 51.3 | 25.9 | 14.1 | 31.8 | 26.2 | |
| IBN-NetVenue=ECCV (2018), Training Data=source + synthetic2025.03 | 32.5 | 50.1 | 26.2 | 13.9 | 31.4 | 26 | |
| IterNormVenue=CVPR (2019), Training Data=source + synthetic2025.03 | 32.4 | 48.9 | 27.2 | 13 | 32.6 | 26.3 | |
| IBN-NetVenue=ECCV (2018), Training Data=source2025.03 | 32.1 | 49.7 | 26.1 | 14.3 | 29.6 | 25.5 | |
| F-RCNNVenue=NeurIPS (2015), Training Data=source + synthetic2025.03 | 31.8 | 49.8 | 26.5 | 12.5 | 32.7 | 25.9 | |
| F-RCNNVenue=NeurIPS (2015), Training Data=source2025.03 | 31.2 | 50.2 | 26 | 12.1 | 32 | 25.3 | |
| IterNormVenue=CVPR (2019), Training Data=source2025.03 | 29.6 | 43.9 | 22.8 | 12.6 | 28.4 | 23.4 |