Object Detection on PASCAL VOC to Water Color (test)
63.7mAPDDT
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DDTDetector=FRCNN-R1012025.06 | 63.7 | 87.1 | 64 | 55.7 | 50.6 | 48.8 | 75.7 | — | — | |
| ATDetector=FRCNN-V162025.06 | 59.9 | 93.6 | 56.1 | 58.9 | 37.3 | 39.6 | 73.8 | — | — | |
| CDGDetector=FRCNN-V162025.06 | 59.7 | 97.7 | 53.1 | 52.1 | 47.3 | 38.7 | 68.9 | — | — | |
| LODSDetector=FRCNN-R1012025.06 | 58.2 | 95.2 | 53.1 | 46.9 | 37.2 | 47.6 | 69.3 | — | — | |
| DDTDetector=FRCNN-R502025.06 | 58.2 | 96.4 | 58.6 | 52.6 | 33.7 | 36.2 | 71.9 | — | — | |
| UMTDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 58.1 | — | — | — | — | — | — | — | — | |
| MGADADetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 58.1 | — | — | — | — | — | — | — | — | |
| DA-ProBackbone=ResNet-502023.06 | 58.1 | — | — | — | — | — | — | — | — | |
| UMTDetector=FRCNN-R1012025.06 | 58.1 | 88.2 | 55.3 | 51.7 | 39.8 | 43.6 | 69.9 | — | — | |
| SIGMA++Backbone=ResNet-1012023.06 | 57.1 | — | — | — | — | — | — | — | — | |
| PDDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 56.9 | — | — | — | — | — | — | — | — | |
| IIODDetector=FRCNN-V162025.06 | 56.9 | 95.8 | 54.3 | 48.3 | 42.4 | 35.1 | 65.8 | — | — | |
| VDDDetector=FRCNN-V162025.06 | 56.6 | 90 | 56.6 | 49.2 | 39.5 | 38.8 | 65.3 | — | — | |
| MCRADetector=FRCNN-V162025.06 | 56 | 87.9 | 52.1 | 51.8 | 41.6 | 33.8 | 68.8 | — | — | |
| SADADetector=FRCNN-R502025.06 | 56 | 82.9 | 54.6 | 52.3 | 40.5 | 37.7 | 68.2 | — | — | |
| FGRRBackbone=ResNet-1012023.06 | 55.7 | — | — | — | — | — | — | — | — | |
| oracleDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 55.4 | — | — | — | — | — | — | — | — | |
| SCL2020.03 | 55.2 | 82.2 | 55.1 | 51.8 | 39.6 | 38.4 | 64 | — | — | |
| SAPNet2020.03 | 55.2 | 81.1 | 51.1 | 53.6 | 34.3 | 39.8 | 71.3 | — | — | |
| SCLDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 55.2 | — | — | — | — | — | — | — | — | |
| SAPNetDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 55.2 | — | — | — | — | — | — | — | — | |
| ATFDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 54.9 | — | — | — | — | — | — | — | — | |
| BaselineBackbone=ResNet-502023.06 | 54.8 | — | — | — | — | — | — | — | — | |
| DDTDetector=FRCNN-R182025.06 | 54.6 | 81.9 | 53.7 | 54.3 | 37.7 | 31.5 | 68.3 | — | — | |
| DBGLDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 53.8 | — | — | — | — | — | — | — | — | |
| DBGLBackbone=ResNet-1012023.06 | 53.8 | — | — | — | — | — | — | — | — | |
| DBGLDetector=FRCNN-R1012025.06 | 53.8 | 83.1 | 49.3 | 50.6 | 39.8 | 38.7 | 61.3 | — | — | |
| Strong-Weak2020.03 | 53.3 | 82.3 | 55.9 | 46.5 | 32.7 | 35.5 | 66.7 | — | — | |
| SW-DADetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 53.3 | — | — | — | — | — | — | — | — | |
| SWDADetector=FRCNN-V162025.06 | 53.3 | 82.3 | 55.9 | 46.5 | 32.7 | 35.5 | 66.7 | — | — | |
| I3NetDetector=SSD-V162025.06 | 51.5 | 81.1 | 49.3 | 46.2 | 35 | 31.9 | 65.7 | — | — | |
| DA-Faster2020.03 | 46 | 75.2 | 40.6 | 48 | 31.5 | 20.6 | 60 | — | — | |
| Faster RCNN2020.03 | 44.6 | 68.8 | 46.8 | 37.2 | 32.7 | 21.3 | 60.7 | — | — | |
| BaselineDetector=Faster-RCNN, Backbone=ResNet-1012022.03 | 44.6 | — | — | — | — | — | — | — | — | |
| BaselineDetector=FRCNN-R1012025.06 | 42.1 | 72.5 | 40.1 | 45.7 | 30.5 | 18.1 | 45.8 | — | — | |
| DAF+NLTENR=0%2022.04 | 40.9 | 73.7 | 36.9 | 39.9 | 26.8 | 22.6 | 45.3 | 1.3 | — | |
| DAF+NLTENR=20%2022.04 | 40 | 73.7 | 37.1 | 35.3 | 28.1 | 21.2 | 44.5 | 2.8 | — | |
| DAFNR=0%2022.04 | 39.6 | 65.8 | 40.4 | 35.3 | 30 | 21.5 | 44.1 | 0 | — | |
| DAF+CPNR=0%2022.04 | 39.4 | 67.1 | 39.1 | 34.5 | 27.2 | 22.9 | 45.3 | -0.2 | — | |
| DAF+SCENR=20%2022.04 | 39.2 | 62.4 | 42.6 | 33.2 | 32.2 | 18.5 | 46.5 | 2 | — | |
| DAF+GCENR=20%2022.04 | 39.2 | 62.7 | 42.5 | 40.1 | 26.2 | 18.8 | 44.9 | 2 | — | |
| DAF+NLTENR=40%2022.04 | 39.2 | 75.7 | 37.2 | 32.5 | 22.6 | 24.3 | 43.1 | 6.8 | — | |
| DAF+GCENR=0%2022.04 | 38.9 | 67.3 | 37 | 39.7 | 21.9 | 21.3 | 46.4 | -0.7 | — | |
| DAF+NLTENR=60%2022.04 | 38.6 | 69.5 | 35.4 | 27.4 | 28.4 | 19.8 | 51.5 | 8.4 | — | |
| BaselineDetector=FRCNN-R182025.06 | 38.6 | 71.4 | 36.4 | 39.1 | 19.9 | 12.7 | 52 | — | — | |
| BaselineDetector=FRCNN-R502025.06 | 38.2 | 68.2 | 40.2 | 44.7 | 21.7 | 10.3 | 44 | — | — | |
| DAF+SCENR=0%2022.04 | 37.9 | 65.3 | 36.9 | 38.3 | 25.8 | 18.9 | 43.2 | -1.7 | — | |
| DAFNR=20%2022.04 | 37.2 | 69.1 | 36.5 | 25.8 | 31 | 16.1 | 44.9 | 0 | — | |
| DAF+GCENR=40%2022.04 | 37.2 | 64.3 | 40 | 34.7 | 21.3 | 19 | 43.8 | 4.8 | — | |
| DAF+GCENR=60%2022.04 | 36.9 | 73.7 | 33 | 28.7 | 24.3 | 20.4 | 41.2 | 6.7 | — | |
| DAF+SCENR=60%2022.04 | 36.5 | 68.1 | 36.3 | 31.8 | 21.9 | 19.7 | 41.3 | 6.3 | — | |
| DAF+NLTENR=80%2022.04 | 35.6 | 72.7 | 41.4 | 6.6 | 30.5 | 14.1 | 47.9 | 5.5 | — | |
| DAF+CPNR=20%2022.04 | 35.1 | 72 | 36.5 | 21.3 | 18.3 | 21.1 | 41.5 | -2.1 | — | |
| DAF+SCENR=40%2022.04 | 35 | 64.5 | 36.6 | 37.8 | 14.1 | 14 | 42.8 | 2.6 | — | |
| DAF+SCENR=80%2022.04 | 34.2 | 69.4 | 37.4 | 22.6 | 24.3 | 16.6 | 34.6 | 4.1 | — | |
| DAF+CPNR=40%2022.04 | 33.7 | 66 | 36.6 | 17.8 | 24 | 18.2 | 39.8 | 1.3 | — | |
| DAFNR=40%2022.04 | 32.4 | 68 | 32.9 | 20.5 | 19.8 | 13.6 | 39.4 | 0 | — | |
| DAF+CPNR=60%2022.04 | 32.3 | 68.4 | 30.3 | 24 | 22.8 | 9.6 | 38.7 | 2.1 | — | |
| DAFNR=60%2022.04 | 30.2 | 58.6 | 35.6 | 16.7 | 18.8 | 11.5 | 40.1 | 0 | — | |
| DAFNR=80%2022.04 | 30.1 | 56.8 | 36.7 | 15.6 | 19 | 14.8 | 37.8 | 0 | — | |
| DAF+GCENR=80%2022.04 | 29.4 | 62.8 | 34.3 | 14.5 | 13.4 | 10.7 | 40.6 | -0.7 | — | |
| MCCL2023.06 | 28.7 | — | — | — | — | — | — | — | 2.33 | |
| DAF+CPNR=80%2022.04 | 27.1 | 49.1 | 36.1 | 16.6 | 13.7 | 10.1 | 36.9 | -3 | — | |
| FCOS2023.06 | 24.23 | — | — | — | — | — | — | — | 3.23 |