Object Detection on VOC to Watercolor (target)
64.2mAPDDT
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DDTReference=/, Detector=FCOS-R1012025.06 | 64.2 | 96.9 | 65.6 | 55.4 | 49.6 | 40.5 | 77.2 | |
| DDTReference=/, Detector=FCOS-R502025.06 | 60.1 | 94.4 | 63.1 | 51.8 | 40.8 | 34.3 | 75.9 | |
| ATReference=CVPR'22, Detector=FRCNN-V162025.06 | 59.9 | 93.6 | 56.1 | 58.9 | 37.3 | 39.6 | 73.8 | |
| CDGReference=AAAI'21, Detector=FRCNN-V162025.06 | 59.7 | 97.7 | 53.1 | 52.1 | 47.3 | 38.7 | 68.9 | |
| LODSReference=CVPR'22, Detector=FRCNN-R1012025.06 | 58.2 | 95.2 | 53.1 | 46.9 | 37.2 | 47.6 | 69.3 | |
| UMTReference=CVPR'21, Detector=FRCNN-R1012025.06 | 58.1 | 88.2 | 55.3 | 51.7 | 39.8 | 43.6 | 69.9 | |
| DDTReference=/, Detector=FCOS-R182025.06 | 57.6 | 80.3 | 60.1 | 52.5 | 42.4 | 34.3 | 75.8 | |
| IIODReference=TPAMI'21, Detector=FRCNN-V162025.06 | 56.9 | 95.8 | 54.3 | 48.3 | 42.4 | 35.1 | 65.8 | |
| VDDReference=ICCV'21, Detector=FRCNN-V162025.06 | 56.6 | 90 | 56.6 | 49.2 | 39.5 | 38.8 | 65.3 | |
| MCRAReference=ECCV'20, Detector=FRCNN-V162025.06 | 56 | 87.9 | 52.1 | 51.8 | 41.6 | 33.8 | 68.8 | |
| SADAReference=IJCV'21, Detector=FRCNN-R502025.06 | 56 | 82.9 | 54.6 | 52.3 | 40.5 | 37.7 | 68.2 | |
| DBGLReference=ICCV'21, Detector=FRCNN-R1012025.06 | 53.8 | 83.1 | 49.3 | 50.6 | 39.8 | 38.7 | 61.3 | |
| SWDAReference=CVPR'19, Detector=FRCNN-V162025.06 | 53.3 | 82.3 | 55.9 | 46.5 | 32.7 | 35.5 | 66.7 | |
| IRGadaptation_type=Domain Generalization (DG)2023.09 | 53 | — | — | — | — | — | — | |
| I3NetReference=CVPR'21, Detector=SSD-V162025.06 | 51.5 | 81.1 | 49.3 | 46.2 | 35 | 31.9 | 65.7 | |
| CDDMSL2023.09 | 49.8 | — | — | — | — | — | — | |
| CDDMSLadaptation_type=Domain Generalization (DG)2023.09 | 49.7 | — | — | — | — | — | — | |
| IRGtraining_mode=DA method2023.09 | 48.1 | — | — | — | — | — | — | |
| DVA2023.09 | 45.6 | — | — | — | — | — | — | |
| Caption-PL2023.09 | 45 | — | — | — | — | — | — | |
| R-CLIPadaptation_type=Domain Generalization (DG)2023.09 | 44.7 | — | — | — | — | — | — | |
| R-CLIPtraining_mode=labeled source-only2023.09 | 44.7 | — | — | — | — | — | — | |
| Caption-PLadaptation_type=Domain Generalization (DG)2023.09 | 44.2 | — | — | — | — | — | — | |
| DVAadaptation_type=Domain Generalization (DG)2023.09 | 43.9 | — | — | — | — | — | — | |
| Adaptive MTadaptation_type=Domain Generalization (DG)2023.09 | 43.7 | — | — | — | — | — | — | |
| BaselineReference=/, Detector=FCOS-R1012025.06 | 41.8 | 64 | 44.3 | 41.8 | 25.7 | 21.5 | 53.6 | |
| F-RCNNadaptation_type=Domain Generalization (DG)2023.09 | 41.2 | — | — | — | — | — | — | |
| F-RCNNtraining_mode=labeled source-only2023.09 | 41.2 | — | — | — | — | — | — | |
| Adaptive MTtraining_mode=DA method2023.09 | 40.6 | — | — | — | — | — | — | |
| BaselineReference=/, Detector=FCOS-R502025.06 | 39.6 | 66.9 | 42.4 | 44.6 | 21.5 | 13.7 | 48.3 | |
| BaselineReference=/, Detector=FCOS-R182025.06 | 38.4 | 69.8 | 34.9 | 37.8 | 23.3 | 16 | 48.7 |