Object Detection on SHIFT Continuous
25.1mAP (clear-fog)Ours-Skip
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Ours-SkipBackbone=Swin-T2023.12 | 25.1 | 23.8 | — | — | 19.2 | |
| OursBackbone=Swin-T2023.12 | 23.9 | 22.6 | — | — | 11.6 | |
| DUABackbone=ResNet502023.12 | 22.5 | 22.4 | — | 0 | 30 | |
| OursBackbone=ResNet502023.12 | 20.9 | 21.9 | — | — | 13.9 | |
| Mean-TeacherBackbone=Swin-T2023.12 | 20.4 | 24.3 | — | — | 6.5 | |
| Ours-SkipBackbone=ResNet502023.12 | 20 | 22.5 | — | — | 21.3 | |
| Direct-TestBackbone=Swin-T2023.12 | 18.1 | 21.1 | — | 0 | 28.3 | |
| NORMBackbone=ResNet502023.12 | 16.9 | 19.4 | — | 0 | 30 | |
| Mean-TeacherBackbone=ResNet502023.12 | 16 | 20.8 | — | — | 9.8 | |
| ActMADBackbone=Swin-T2023.12 | 15.6 | 16.3 | — | — | 9.8 | |
| ActMADBackbone=ResNet502023.12 | 12.7 | 16.3 | — | — | 11.2 | |
| Direct-TestBackbone=ResNet502023.12 | 12.1 | 15.4 | — | 0 | 30 |