Object Detection on PASCAL VOC to Clipart1k (test)
44.7AP (aero)SCL
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SCLBackbone=ResNet-1012021.11 | 44.7 | 50 | 33.6 | 27.4 | 42.2 | 55.6 | 38.3 | 19.2 | 37.9 | 69 | 30.1 | 26.3 | — | — | 61 | 47.9 | — | 26.3 | 50.1 | 47.3 | 41.5 | — | 67.3 | 21.4 | 34.4 | |
| TIA2024.03 | 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 | — | — | — | — | |
| CAT2024.03 | 40.5 | 64.1 | 38.8 | 41 | 60.7 | 55.5 | 55.6 | 14.3 | 54.7 | 59.6 | 46.2 | 20.3 | 58.7 | 92.9 | 62.6 | 57.5 | 22.4 | 40.9 | 49.5 | 46 | 49.1 | — | — | — | — | |
| CMT2024.03 | 39.8 | 56.3 | 38.7 | 39.7 | 60.4 | 35 | 56 | 7.1 | 60.1 | 60.4 | 35.8 | 28.1 | 67.8 | 84.5 | 80.1 | 55.5 | 20.3 | 32.8 | 42.3 | 38.2 | 47 | — | — | — | — | |
| UMT2024.03 | 39.6 | 59.1 | 32.4 | 35 | 45.1 | 61.9 | 48.4 | 7.5 | 46 | 67.6 | 21.4 | 29.5 | 48.2 | 75.9 | 70.5 | 56.7 | 25.9 | 28.9 | 39.4 | 43.6 | 44.1 | — | — | — | — | |
| UMTBackbone=ResNet-1012021.11 | 39.6 | 59.1 | 32.4 | 35 | 45.1 | 61.9 | 48.4 | 7.5 | 46 | 67.6 | 21.4 | 29.5 | — | — | 70.5 | 56.7 | — | 28.9 | 39.4 | 43.6 | 44.1 | — | 75.9 | 25.9 | 48.2 | |
| Adaptive TeacherBackbone=ResNet-1012021.11 | 33.8 | 60.9 | 38.6 | 49.4 | 52.4 | 53.9 | 56.7 | 7.5 | 52.8 | 63.5 | 34 | 25 | — | — | 77.2 | 57.7 | — | 52 | 55.7 | 54.1 | 49.3 | — | 72.1 | 27.2 | 62.2 | |
| HTCN2024.03 | 33.6 | 58.9 | 34 | 23.4 | 45.6 | 57 | 39.8 | 12 | 39.7 | 51.3 | 20.1 | 20.1 | 39.1 | 72.8 | 61.3 | 43.1 | 19.3 | 30.1 | 50.2 | 51.8 | 40.3 | — | — | — | — | |
| HTCNBackbone=ResNet-1012021.11 | 33.6 | 58.9 | 34 | 23.4 | 45.6 | 57 | 39.8 | 12 | 39.7 | 51.3 | 21.1 | 20.1 | — | — | 63 | 43.1 | — | 30.1 | 50.2 | 51.8 | 40.3 | — | 72.8 | 19.3 | 39.1 | |
| Oracle2024.03 | 33.3 | 47.6 | 43.1 | 38 | 24.5 | 82 | 57.4 | 22.9 | 48.4 | 49.2 | 37.9 | 46.4 | 41.1 | 54 | 73.7 | 39.5 | 36.7 | 19.1 | 53.2 | 52.9 | 45 | — | — | — | — | |
| Oracle (F-RCNN)Backbone=ResNet-1012021.11 | 33.3 | 47.6 | 43.1 | 38 | 24.5 | 82 | 57.4 | 22.9 | 48.4 | 49.2 | 37.9 | 46.4 | — | — | 73.7 | 39.5 | — | 19.1 | 53.2 | 52.9 | 45 | — | 54 | 36.7 | 41.1 | |
| ATstatus=reproduced2024.03 | 33.1 | 66.1 | 35.3 | 44.9 | 57.5 | 44.9 | 51 | 5.8 | 59.5 | 54.9 | 34.6 | 23.5 | 64.3 | 84 | 75.4 | 51.5 | 17.1 | 30.3 | 43.3 | 37.2 | 45.7 | — | — | — | — | |
| I3Net2024.03 | 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 | — | — | — | — | |
| ICR-CCR2024.03 | 28.7 | 55.3 | 31.8 | 26 | 40.1 | 63.6 | 36.6 | 9.4 | 38.7 | 49.3 | 17.6 | 14.1 | 33.3 | 74.3 | 61.3 | 46.3 | 22.3 | 24.3 | 49.1 | 44.3 | 38.3 | — | — | — | — | |
| CRDABackbone=ResNet-1012021.11 | 28.7 | 55.3 | 31.8 | 26 | 40.1 | 63.6 | 36.6 | 9.4 | 38.7 | 49.3 | 17.6 | 14.1 | — | — | 61.3 | 46.3 | — | 24.3 | 49.1 | 44.3 | 38.3 | — | 74.3 | 22.3 | 33.3 | |
| SWDABackbone=ResNet-1012021.11 | 26.2 | 48.5 | 32.6 | 33.7 | 38.5 | 54.3 | 37.1 | 18.6 | 34.8 | 58.3 | 17 | 12.5 | — | — | 61.6 | 52 | — | 24.9 | 54.1 | 49.1 | 38.1 | — | 65.5 | 9.3 | 33.8 | |
| DM2024.03 | 25.8 | 63.2 | 24.5 | 42.4 | 47.9 | 43.1 | 37.5 | 9.1 | 47 | 46.7 | 26.8 | 24.9 | 48.1 | 78.7 | 63 | 45 | 21.3 | 36.1 | 52.3 | 53.4 | 41.8 | — | — | — | — | |
| DMBackbone=ResNet-1012021.11 | 25.8 | 63.2 | 24.5 | 42.4 | 47.9 | 43.1 | 37.5 | 9.1 | 47 | 46.7 | 26.8 | 24.9 | — | — | 63 | 45 | — | 36.1 | 52.3 | 53.4 | 41.8 | — | 78.7 | 21.3 | 48.1 | |
| Source2024.03 | 23 | 39.6 | 20.1 | 23.6 | 25.7 | 42.6 | 25.2 | 0.9 | 41.2 | 25.6 | 23.7 | 11.2 | 28.2 | 49.5 | 45.2 | 46.9 | 9.1 | 22.3 | 38.9 | 31.5 | 28.8 | — | — | — | — | |
| Source (F-RCNN)Backbone=ResNet-1012021.11 | 23 | 39.6 | 20.1 | 23.6 | 25.7 | 42.6 | 25.2 | 0.9 | 41.2 | 25.6 | 23.7 | 11.2 | — | — | 45.2 | 46.9 | — | 22.3 | 38.9 | 31.5 | 28.8 | — | 49.5 | 9.1 | 28.2 |