Object Detection on Clipart all
86.7AP (aero)DETR-GA
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DETR-GALearning Paradigm=CDWS Group, Backbone=ResNet-101, Pre-trained Model=ImageNet2023.04 | 86.7 | 85.6 | 64.2 | 66.4 | 67.4 | 100 | 75.5 | 70 | 72.2 | 81.4 | 83.8 | 87 | 75.2 | 100 | 82.8 | 75.5 | 67.8 | 76.1 | 86.2 | 85.1 | 79.4 | |
| H2FALearning Paradigm=CDWS Group2023.04 | 58.1 | 73 | 56.8 | 50.4 | 61.2 | 98.6 | 69.5 | 57.8 | 66.4 | 77.1 | 56.1 | 84.1 | 74.3 | 100 | 67.8 | 65.4 | 77.3 | 79.7 | 78.1 | 78.2 | 69.8 | |
| DT+PLLearning Paradigm=CDWS Group2023.04 | 50.1 | 75 | 37 | 38.7 | 58.1 | 83.4 | 50.1 | 38 | 55.2 | 67.3 | 51.1 | 34.8 | 49.8 | 89.9 | 60.2 | 57.3 | 64.3 | 28.8 | 42.4 | 62.6 | 55.3 | |
| TIALearning Paradigm=UDA Group2023.04 | 42.2 | 66 | 36.9 | 37.3 | 43.7 | 71.8 | 49.7 | 18.2 | 44.9 | 58.9 | 18.2 | 29.1 | 40.7 | 87.8 | 67.4 | 49.7 | 27.4 | 27.8 | 57.1 | 50.6 | 46.3 | |
| IIODLearning Paradigm=UDA Group2023.04 | 41.5 | 52.7 | 34.5 | 28.1 | 43.7 | 58.5 | 41.8 | 15.3 | 40.1 | 54.4 | 26.7 | 28.5 | 37.7 | 75.4 | 63.7 | 48.7 | 16.5 | 30.8 | 54.5 | 48.7 | 42.1 | |
| ICCMLearning Paradigm=CDWS Group2023.04 | 39.8 | 66.7 | 37.2 | 42.5 | 43.3 | 48.1 | 48.1 | 21.3 | 46.5 | 73 | 29 | 29.8 | 53.4 | 78.6 | 67.8 | 48.7 | 46.3 | 19.3 | 42.8 | 48.5 | 46.7 | |
| HTDLearning Paradigm=UDA Group2023.04 | 33.6 | 58.9 | 34 | 23.4 | 45.6 | 57 | 39.8 | 12 | 39.7 | 51.3 | 21.1 | 20.1 | 39.1 | 72.8 | 63 | 43.1 | 19.3 | 30.1 | 50.2 | 51.8 | 40.3 | |
| I³NetLearning Paradigm=UDA Group2023.04 | 30 | 67 | 32.5 | 21.8 | 29.2 | 62.5 | 41.3 | 11.6 | 37.1 | 39.4 | 27.4 | 19.3 | 25 | 67.4 | 55.2 | 42.9 | 19.5 | 36.2 | 50.7 | 39.3 | 37.8 | |
| DBGLLearning Paradigm=UDA Group2023.04 | 28.5 | 52.3 | 34.3 | 32.8 | 38.6 | 66.4 | 38.2 | 25.3 | 39.9 | 47.4 | 23.9 | 17.9 | 38.9 | 78.3 | 61.2 | 51.7 | 26.2 | 28.9 | 56.8 | 44.5 | 41.6 | |
| SWDALearning Paradigm=UDA Group2023.04 | 26.2 | 48.5 | 32.6 | 33.7 | 38.5 | 54.3 | 37.1 | 18.6 | 34.8 | 58.3 | 17 | 12.5 | 33.8 | 65.5 | 61.6 | 52 | 9.3 | 24.9 | 54.1 | 49.1 | 38.1 | |
| PCLLearning Paradigm=WS Group2023.04 | 3.4 | 10.6 | 2.3 | 1.7 | 5.2 | 3.4 | 23.3 | 1.2 | 5.6 | 0.4 | 7.8 | 3.7 | 5.6 | 0.3 | 24.5 | 19.7 | 11.9 | 3.6 | 9.2 | 25.4 | 8.4 | |
| EDRNLearning Paradigm=WS Group2023.04 | 2.7 | 13.5 | 1.2 | 4.2 | 1.8 | 10.3 | 25.7 | 0.4 | 8.4 | 0.3 | 3.2 | 2.7 | 1.1 | 0.7 | 29.4 | 17.2 | 5.2 | 1.6 | 2.9 | 19.1 | 7.6 |