Object Detection on BDD100K Cs→B adaptation (test)
43.4mAPDDT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DDTDetector=FRCNN-R1012025.06 | 43.4 | 40.3 | 32.3 | 66.7 | 31.8 | 59.1 | 41.6 | 31.8 | |
| DDTDetector=FRCNN-R502025.06 | 41.8 | 39 | 31.6 | 65.9 | 30.2 | 57.7 | 39.8 | 28.6 | |
| HTReference=CVPR 23, Detector=FCOS-V162025.06 | 40.2 | 38 | 30.6 | 63.5 | 28.2 | 53.4 | 40.4 | 27.4 | |
| DDTDetector=FRCNN-R182025.06 | 39.5 | 36.8 | 27 | 64.9 | 25.8 | 55.3 | 39.2 | 27.3 | |
| NSAReference=ICCV'23, Detector=FRCNN-V162025.06 | 35.5 | — | — | — | — | — | — | — | |
| PTReference=ICML 22, Detector=FRCNN-V162025.06 | 34.9 | 28.8 | 33.8 | 52.7 | 23 | 40.5 | 39.9 | 25.8 | |
| SIGMA++Reference=TPAMI'23, Detector=FRCNN-V162025.06 | 33.7 | 27.1 | 26.3 | 65.6 | 17.8 | 47.5 | 30.4 | 21.1 | |
| TDDReference=CVPR 22, Detector=FRCNN-V162025.06 | 33.6 | 28.8 | 25.5 | 53.9 | 24.5 | 39.6 | 38.9 | 24.1 | |
| SIGMAReference=CVPR 22, Detector=FCOS-R502025.06 | 32.7 | 26.3 | 23.6 | 64.1 | 17.9 | 46.9 | 29.6 | 20.2 | |
| SEDReference=AAAI'21, Detector=FRCNN-V162025.06 | 29 | 25 | 23.4 | 50.4 | 18.9 | 32.4 | 32.6 | 20.6 | |
| BaselineDetector=FRCNN-R1012025.06 | 29 | 25.9 | 18.4 | 48.8 | 17.2 | 41.1 | 29.8 | 21.7 | |
| BaselineDetector=FRCNN-R502025.06 | 28.8 | 24.8 | 16.5 | 53.9 | 15.4 | 45.3 | 27.6 | 18.2 | |
| EPMReference=ECCV'20, Detector=FCOS-R1012025.06 | 27.8 | 20.1 | 19.1 | 55.8 | 14.5 | 39.6 | 26.8 | 18.8 | |
| CRDAReference=CVPR 20, Detector=FRCNN-R1012025.06 | 27.4 | 25.5 | 20.6 | 45.8 | 14.9 | 32.8 | 29.3 | 22.7 | |
| BaselineDetector=FRCNN-R182025.06 | 27.3 | 23.8 | 13 | 51.8 | 17 | 42.5 | 27.4 | 15.7 | |
| SWDAReference=CVPR'19, Detector=FRCNN-V162025.06 | 26.2 | 23.1 | 20.7 | 44.8 | 15.2 | 29.5 | 29.9 | 20.2 | |
| SCDAReference=CVPR'19, Detector=FRCNN-V162025.06 | 25.8 | 23.2 | 19.6 | 44.4 | 14.8 | 29.3 | 29.2 | 20.3 | |
| DA-FasterReference=CVPR 18, Detector=FRCNN-V162025.06 | 24.9 | 22.4 | 18 | 44.2 | 14.2 | 28.9 | 27.4 | 19.1 |