Object Detection on Real-to-real Generalization (Cityscapes, BDD100K, ACDC) (val)
61.2mAP50 (Cityscapes val)SAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAMSource Dataset=Cityscapes2023.12 | 61.2 | 37.2 | 45.1 | 67.2 | |
| VLTDetSource Dataset=Cityscapes2023.12 | 59.7 | 39.6 | 44.3 | 70.2 | |
| IN21kSource Dataset=Cityscapes2023.12 | 52.8 | 30.8 | 35.6 | 62.9 | |
| SAMSource Dataset=BDD100K2023.12 | 47.5 | 53.8 | 37.1 | 78.6 | |
| VLTDetSource Dataset=BDD100K2023.12 | 46.6 | 49.2 | 34.5 | 82.4 | |
| IN21kSource Dataset=BDD100K2023.12 | 45.2 | 51.2 | 35.7 | 79 | |
| VLTDetSource Dataset=ACDC2023.12 | 44.9 | 31 | 48.3 | 78.6 | |
| SAMSource Dataset=ACDC2023.12 | 33.9 | 25.3 | 47.8 | 61.9 | |
| IN21kSource Dataset=ACDC2023.12 | 22.4 | 22.5 | 32.8 | 68.4 |