Oriented Object Detection on DIOR-R 5 (test)
69.5APLABBSPO
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ABBSPOSupervision=HBox-supervised (SH)2025.12 | 69.5 | 15.7 | 76.2 | 87.5 | 29.9 | 72.3 | 75.3 | 61.2 | 28.1 | 74.1 | 81.7 | 34.7 | 48.2 | 79.3 | 67.4 | 61.4 | 81.5 | 54.7 | 41.5 | 53.8 | 64.33 | 59.7 | |
| Oriented R-CNNSupervision=RBox-supervised (SR)2025.12 | 63 | 36.7 | 71.9 | 81.6 | 41.1 | 72.6 | 77.8 | 65.5 | 24.8 | 72.9 | 82.1 | 40.9 | 56.5 | 81.2 | 73.4 | 62.4 | 81.5 | 53.3 | 43.3 | 65.6 | 65.77 | 62.41 | |
| FCOSSupervision=RBox-supervised (SR)2025.12 | 62.1 | 37.9 | 74.6 | 81.2 | 32.9 | 72.1 | 75.3 | 61.8 | 27.4 | 69.1 | 78.7 | 34.4 | 50.6 | 80.1 | 68.6 | 68.1 | 81.3 | 49.1 | 43.4 | 64.5 | 62.67 | 60.66 | |
| GWDSupervision=RBox-supervised (SR), Backbone=RetinaNet2025.12 | 61.5 | 23.6 | 73.6 | 81.1 | 17.4 | 72.7 | 68.3 | 47.2 | 20.7 | 71.2 | 73.2 | 33.9 | 34.3 | 77.6 | 64.7 | 57.5 | 80.9 | 42.1 | 39.7 | 60.2 | 54.7 | 55.07 | |
| KFIoUSupervision=RBox-supervised (SR), Backbone=RetinaNet2025.12 | 60.6 | 36.6 | 73.6 | 80.9 | 27 | 72.6 | 73.4 | 56.5 | 25.4 | 73.9 | 72 | 32.9 | 45.8 | 75.8 | 65.2 | 57.6 | 80 | 48 | 40.1 | 58.8 | 59.93 | 57.84 | |
| RetinaNetSupervision=RBox-supervised (SR)2025.12 | 59.8 | 19.3 | 69.7 | 81.3 | 17.2 | 72.7 | 68.7 | 49.4 | 18.4 | 69.5 | 71.3 | 33.3 | 34.1 | 75.8 | 67.1 | 59.6 | 81 | 44.1 | 38 | 62.5 | 54.2 | 54.64 | |
| PointOBBSupervision=Point-supervised (SP)2025.12 | 58.2 | 15.3 | 70.5 | 78.6 | 0.1 | 72.2 | 69.6 | 1.8 | 3.7 | 0.3 | 77.3 | 16.7 | 40.4 | 79.2 | 39.6 | 32.4 | 29.6 | 16.8 | 33.6 | 27.7 | 56.07 | 38.08 | |
| KLDSupervision=RBox-supervised (SR), Backbone=RetinaNet2025.12 | 57.8 | 22.6 | 71.5 | 81.2 | 16.9 | 72.7 | 68.9 | 52.1 | 20.6 | 73.5 | 71 | 33.7 | 33.2 | 77.1 | 68.9 | 59.9 | 80.9 | 43.9 | 39.1 | 60.9 | 53.3 | 55.32 | |
| H2RBoxSupervision=HBox-supervised (SH)2025.12 | 57.1 | 14.4 | 72.2 | 82.6 | 17.5 | 71.2 | 56.5 | 55.2 | 14 | 67.7 | 77.9 | 31 | 40.7 | 76.3 | 66.2 | 63.4 | 81.5 | 50.4 | 38 | 57.6 | 51.43 | 54.57 | |
| H2RBox-v2Supervision=HBox-supervised (SH)2025.12 | 55.5 | 17.8 | 76.9 | 80.5 | 27.7 | 72.2 | 63 | 58.6 | 24.4 | 73.9 | 80.3 | 33.9 | 47.2 | 77.4 | 58.7 | 60.9 | 81.4 | 48.1 | 41.1 | 53.9 | 55.23 | 56.67 | |
| Point2RBox-SKSupervision=Point-supervised (SP)2025.12 | 41.9 | 9.1 | 62.9 | 52.8 | 10.8 | 72.2 | 3 | 43.9 | 5.5 | 9.7 | 25.1 | 9.1 | 21 | 24 | 20.4 | 25.1 | 71.7 | 4.5 | 16.1 | 16.3 | 21.97 | 27.26 | |
| WSODetSupervision=Image-supervised (SI)2025.12 | 20.7 | 29 | 63.2 | 67.3 | 0.2 | 65.5 | 0.4 | 0.1 | 0.3 | 49 | 28.9 | 0.3 | 1.5 | 1.2 | 53.4 | 16.4 | 40 | 0.1 | 6.1 | 0.1 | 7.53 | 22.2 |