Object Detection on BDD100k (unlabeled target set)
53.4Truck CountOracle
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OracleSupervised=On Target (BDD100k)2023.01 | 53.4 | 53.5 | 42.8 | 41.9 | 37.3 | 38.8 | 58.1 | 47.1 | |
| A2SFODDomain Adaptation=Unsupervised2023.01 | 26.6 | 50.2 | 36.3 | 33.2 | 22.5 | 28.2 | 24.4 | 31.6 | |
| SFOD-MosaicDomain Adaptation=Unsupervised2023.01 | 20.6 | 50.4 | 32.6 | 32.4 | 18.9 | 25 | 23.4 | 29 | |
| CR-DA-DETDomain Adaptation=Unsupervised2023.01 | 19.5 | 46.3 | 31.3 | 31.4 | 17.3 | 23.8 | 18.9 | 26.9 | |
| SW-FasterDomain Adaptation=Unsupervised2023.01 | 15.2 | 45.7 | 29.5 | 30.2 | 17.1 | 21.2 | 18.4 | 25.3 | |
| DA-FasterDomain Adaptation=Unsupervised2023.01 | 14.3 | 44.6 | 26.5 | 29.4 | 15.8 | 20.6 | 16.8 | 24 | |
| Source onlyAdaptation=None, Trained on=Cityscapes2023.01 | 14 | 40.7 | 24.4 | 22.4 | 14.5 | 20.5 | 16.1 | 22.6 |