Oriented Object Detection on DOTA 1.0 (val)
78.49AP50RHINO w/ KLD
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RHINO w/ KLDBackbone=R-50, # points=322023.05 | 78.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.84 | |
| RHINO w/ GWDBackbone=R-50, # points=322023.05 | 77.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.49 | |
| RHINO w/ RIoUBackbone=R-50, # points=322023.05 | 77.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.51 | |
| RHINO w/ GRIoUBackbone=R-50, # points=322023.05 | 77.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.91 | |
| RoI Trans.Backbone=Swin-T2023.05 | 76.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.15 | |
| ReDetBackbone=ReR-502023.05 | 76.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.86 | |
| ARS-DETRBackbone=Swin-T2023.05 | 75.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.11 | |
| Oriented RCNNBackbone=R-502023.05 | 74.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.96 | |
| RoI Trans.Backbone=R-502023.05 | 74.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.54 | |
| ARS-DETRBackbone=R-502023.05 | 73.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.01 | |
| Oriented R-CNNSupervision=RBox-supervised (SR)2025.12 | 72.1 | 89.3 | 76.1 | 53.8 | 78.7 | 68.6 | 84.9 | 89.3 | 90.8 | 74.3 | 62.8 | 66.3 | 66.5 | 74.7 | 58.6 | 46.8 | 64.9 | — | — | — | — | |
| Oriented RepPointsSupervision=RBox-supervised (SR)2025.12 | 69.86 | 89.7 | 80.1 | 50.5 | 74.4 | 75 | 82 | 88.7 | 90.4 | 64 | 70 | 45.7 | 60.6 | 73.6 | 60.4 | 42.8 | 64.3 | — | — | — | — | |
| ABBSPOSupervision=HBox-supervised (SH)2025.12 | 69.26 | 89.2 | 75.6 | 47.4 | 52.8 | 70.3 | 77.6 | 88.2 | 90.5 | 67.9 | 66.8 | 68.2 | 66.2 | 71.6 | 55.6 | 51 | 65.27 | — | — | — | — | |
| FCOSSupervision=RBox-supervised (SR)2025.12 | 68.6 | 88.8 | 74 | 46.8 | 59.1 | 70.1 | 81.4 | 87.7 | 90.7 | 67.7 | 68.3 | 60.2 | 66.1 | 64.9 | 58.7 | 44 | 63.83 | — | — | — | — | |
| H2RBox-v2Supervision=HBox-supervised (SH)2025.12 | 67.69 | 89.4 | 74.8 | 45.4 | 56 | 70.3 | 76.6 | 87.9 | 90.5 | 69.3 | 67.5 | 56.7 | 64.7 | 65.3 | 55.5 | 45.5 | 63.47 | — | — | — | — | |
| H2RBoxSupervision=HBox-supervised (SH)2025.12 | 66.07 | 89.5 | 73.1 | 37.3 | 55.1 | 70.7 | 76.4 | 85.4 | 90.3 | 66.5 | 67.3 | 59.6 | 64.9 | 60.6 | 57.9 | 36.5 | 61.3 | — | — | — | — | |
| KLD (RetinaNet)Supervision=RBox-supervised (SR)2025.12 | 64.65 | 88.4 | 75.8 | 41.4 | 60 | 66.1 | 68.8 | 84.7 | 90.6 | 56.8 | 60.4 | 50.4 | 70.1 | 60 | 50.5 | 45.7 | 61.53 | — | — | — | — | |
| GWD (RetinaNet)Supervision=RBox-supervised (SR)2025.12 | 63.77 | 88.2 | 74.9 | 41.3 | 60.5 | 66.7 | 68.1 | 85.8 | 90.5 | 50.4 | 66.8 | 45.8 | 65.1 | 60.7 | 52.9 | 38.9 | 60 | — | — | — | — | |
| RetinaNetSupervision=RBox-supervised (SR)2025.12 | 63.3 | 87.5 | 75.1 | 39.9 | 59.6 | 66.3 | 66.3 | 78.2 | 90.5 | 55 | 62.7 | 47.1 | 63.6 | 59.4 | 55.1 | 43 | 61.87 | — | — | — | — | |
| KFIoU (RetinaNet)Supervision=RBox-supervised (SR)2025.12 | 59.81 | 84.4 | 74.3 | 40.7 | 55.2 | 57.9 | 56.9 | 76.4 | 71.2 | 46.1 | 64.8 | 54.3 | 65 | 58.3 | 48.7 | 42.9 | 58.67 | — | — | — | — | |
| Point2RBox-SKSupervision=Point-supervised (SP)2025.12 | 34.03 | 50.1 | 63.7 | 1.6 | 44.7 | 23.9 | 34.7 | 32.7 | 78.8 | 41.2 | 32.2 | 2.1 | 34.3 | 20.8 | 42.5 | 7.2 | 33.27 | — | — | — | — | |
| PointOBB+FCOSSupervision=Point-supervised (SP)2025.12 | 21.26 | 32.4 | 67.3 | 0.8 | 53.6 | 2.3 | 9.7 | 18.8 | 0.3 | 9.9 | 12.8 | 0.5 | 54 | 11 | 34.1 | 11.4 | 25.97 | — | — | — | — | |
| H2RBox-v2Task=WOOD2025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.96 | 54.38 | 58.65 | — | |
| Point2RBox-v2Task=WOOD2025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 35.24 | 40.39 | 45.09 | — | |
| PWOODAnnotation=Partial HBox Annotations2025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.92 | 62.93 | 65.42 | — | |
| PWOODAnnotation=Partial Point Annotations2025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.35 | 45.01 | 49.12 | — | |
| Vanilla BaselineTask=SOOD, Annotation=Partial RBox2025.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.03 | 62.82 | 64.97 | — |