Object Detection on SHIFT Discrete
50.3mAP (cloudy)Ours
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OursBackbone=Swin-T2023.12 | 50.3 | 39.2 | 32.2 | 46.7 | 30.4 | 39.9 | 44.3 | 40.4 | — | — | 11.2 | |
| Ours-SkipBackbone=Swin-T2023.12 | 50.3 | 39.7 | 29.1 | 47.1 | 30.2 | 41.5 | 45.9 | 40.6 | — | — | 20 | |
| Direct-TestBackbone=Swin-T2023.12 | 50 | 38.9 | 23.1 | 45.1 | 26.9 | 39.5 | 45.9 | 38.5 | — | 0 | 27.5 | |
| Mean-TeacherBackbone=Swin-T2023.12 | 50 | 39.2 | 25.7 | 45.4 | 26 | 37.5 | 42.2 | 38 | — | — | 7.8 | |
| ActMADBackbone=Swin-T2023.12 | 49.8 | 38.4 | 21.4 | 43.1 | 19 | 32 | 44.8 | 35.5 | — | — | 9.3 | |
| NORMBackbone=ResNet502023.12 | 49.7 | 38.6 | 22.9 | 44.7 | 25.1 | 37.4 | 45.5 | 37.7 | — | 0 | 30.1 | |
| OursBackbone=ResNet502023.12 | 49.7 | 38.7 | 27.4 | 46.3 | 27.4 | 37.6 | 43.8 | 38.7 | — | — | 12.9 | |
| Ours-SkipBackbone=ResNet502023.12 | 49.7 | 38.8 | 26.9 | 46.2 | 27.6 | 38.8 | 45 | 39 | — | — | 21.5 | |
| Mean-TeacherBackbone=ResNet502023.12 | 49.6 | 38.4 | 26.8 | 43.4 | 26.6 | 33.1 | 41.6 | 37.1 | — | — | 9.9 | |
| Direct-TestBackbone=ResNet502023.12 | 49.4 | 37.9 | 19.7 | 43.1 | 20.1 | 35.3 | 45.6 | 35.9 | — | 0 | 30.1 | |
| ActMADBackbone=ResNet502023.12 | 49.2 | 37.7 | 18 | 40.6 | 16 | 32.9 | 44.3 | 34.1 | — | — | 11.3 | |
| DUABackbone=ResNet502023.12 | 45.2 | 31.5 | 27.7 | 31.9 | 15.2 | 18.6 | 21.1 | 27.3 | — | 0 | 30.1 |