Object Detection on PSP Plane
68.8Airplane ScoreExpertDet (ReDet)
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ExpertDet (ReDet)Architecture Type=Ours, Base Detector=ReDet2026.06 | 68.8 | 86.1 | 34.1 | 77.3 | 88.9 | 89 | 89.2 | 86.7 | 89.9 | 90.9 | 82.3 | 89.1 | 31.6 | 39.2 | 18.6 | |
| ReDetArchitecture Type=Two-stage2026.06 | 67.9 | 85.7 | 32.4 | 75.1 | 88.9 | 86.3 | 88.3 | 86.4 | 90.1 | 90.8 | 83 | 91.3 | 30.7 | 37 | 15.6 | |
| ExpertDet (Oriented R-CNN)Architecture Type=Ours, Base Detector=Oriented R-CNN2026.06 | 67.6 | 86 | 30.9 | 77.8 | 88.6 | 83.4 | 88.2 | 88.9 | 90.5 | 90.3 | 83.2 | 87.2 | 28 | 35.6 | 19 | |
| Oriented R-CNNArchitecture Type=Two-stage2026.06 | 66.4 | 84.7 | 29.8 | 74.7 | 88.8 | 82.9 | 88.4 | 85.8 | 90.1 | 90.2 | 81.7 | 86.5 | 29.2 | 33.3 | 14.8 | |
| PCLDet (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 66.3 | 84.4 | 30.2 | 73.2 | 88.5 | 81.3 | 81.4 | 88.7 | 89.6 | 89.7 | 82 | 86.8 | 27.9 | 35.1 | 15.2 | |
| OM (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 66.3 | 84.3 | 30.2 | 75.5 | 88.5 | 80.1 | 88.7 | 88.6 | 90.5 | 89.2 | 74.2 | 82.6 | 30.2 | 33.8 | 12.1 | |
| EagleVision (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 66.3 | 84.1 | 30.6 | 71.9 | 88.2 | 81.2 | 88.7 | 86.3 | 89.2 | 90.3 | 80.1 | 88.7 | 28.3 | 34 | 22.9 | |
| EQLv2 (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 66.1 | 85.1 | 28.2 | 75.2 | 88.3 | 82.9 | 88.5 | 88.7 | 90.4 | 89.2 | 80.9 | 86.4 | 26 | 32.4 | 16.3 | |
| ISCL (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 65.1 | 82.2 | 30.8 | 72.5 | 86.2 | 79.6 | 85.3 | 86.7 | 90.5 | 89.3 | 68.4 | 82 | 27.2 | 35.4 | 21.9 | |
| ExpertDet (R. ATSS)Architecture Type=Ours, Base Detector=R. ATSS2026.06 | 64.9 | 80.5 | 33.8 | 69.3 | 86.1 | 77.1 | 84 | 82.6 | 85.2 | 88.3 | 82 | 75.9 | 31.2 | 39.5 | 16.2 | |
| LogN (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 64.4 | 83.5 | 26.3 | 74.2 | 88.4 | 78.3 | 89.4 | 85.6 | 89.5 | 90.2 | 77.6 | 80.3 | 26 | 29.2 | 13.4 | |
| OM (R. FCOS)Architecture Type=One-stage, Base Detector=R. FCOS2026.06 | 64.2 | 80.5 | 31.7 | 72.1 | 85.5 | 77.9 | 85.9 | 83.6 | 88.3 | 89 | 66.8 | 75.4 | 32.4 | 33.5 | 19.9 | |
| PETDet (Oriented R-CNN)Architecture Type=Two-stage, Base Detector=Oriented R-CNN2026.06 | 63.1 | 79.5 | 30.4 | 69.8 | 85.9 | 77.1 | 86 | 80.2 | 89 | 86.6 | 72.6 | 71.6 | 30.4 | 33.2 | 16.7 | |
| R. ATSSArchitecture Type=One-stage2026.06 | 62.6 | 77.6 | 32.8 | 65.1 | 85.6 | 76.4 | 79.7 | 77.6 | 85 | 84.2 | 67.4 | 76.2 | 32.9 | 35.9 | 16.6 | |
| S2A-NetArchitecture Type=One-stage2026.06 | 62.6 | 79.6 | 28.7 | 70.3 | 84.2 | 78 | 85.3 | 78.6 | 85.1 | 84 | 77.4 | 79.7 | 24.1 | 35.4 | 14.2 | |
| R. FCOSArchitecture Type=One-stage2026.06 | 61.9 | 76.9 | 31.8 | 64.2 | 86 | 74.1 | 80.9 | 78 | 82.2 | 88.4 | 69.8 | 68.1 | 28.3 | 37.3 | 18 | |
| R. Faster R-CNNArchitecture Type=Two-stage2026.06 | 61.1 | 78.6 | 26.3 | 67.1 | 82.1 | 72.9 | 86.7 | 83.6 | 87.8 | 88.7 | 75.3 | 74 | 23.2 | 31 | 15 | |
| RHINOArchitecture Type=Transformer-based2026.06 | 60 | 76.2 | 27.8 | 63.5 | 82.9 | 75.7 | 79.1 | 78.3 | 82.1 | 80.2 | 73.9 | 73.3 | 25.8 | 31.8 | 15.6 | |
| R. Grounding DINOArchitecture Type=Transformer-based2026.06 | 59.3 | 74.7 | 28.3 | 66.8 | 82.5 | 75.4 | 85.2 | 74.5 | 78 | 76.6 | 56 | 68.8 | 26.6 | 31.8 | 17.8 | |
| R. HiCLPL (R. Faster R-CNN)Architecture Type=Two-stage, Base Detector=R. Faster R-CNN2026.06 | 59.2 | 75.3 | 26.9 | 63 | 77.4 | 66.3 | 78.3 | 82 | 85.1 | 77.7 | 77.1 | 79.2 | 23.9 | 30.9 | 19.3 | |
| R. RetinaNetArchitecture Type=One-stage2026.06 | 58.5 | 72.5 | 30.6 | 64.4 | 82.8 | 74.6 | 76.9 | 69.7 | 82.4 | 77.1 | 58.3 | 58.8 | 27.7 | 35 | 20.4 | |
| R. GLIPArchitecture Type=One-stage2026.06 | 58.4 | 72.4 | 30.3 | 64.2 | 82.9 | 78.4 | 80.2 | 72.5 | 68.9 | 84.4 | 71.4 | 46.9 | 28.6 | 34.4 | 16.9 | |
| Gliding VertexArchitecture Type=Two-stage2026.06 | 57.7 | 73.9 | 25.4 | 64.7 | 78.2 | 69.8 | 78.7 | 78.6 | 84 | 77.7 | 66.5 | 68.4 | 22.4 | 29.3 | 17.7 | |
| R3DetArchitecture Type=One-stage2026.06 | 56.5 | 71.6 | 26.4 | 68.7 | 81.2 | 75.1 | 83.2 | 71.3 | 59.9 | 71.8 | 49.2 | 58 | 25.3 | 30.3 | 11.3 | |
| R. DeformableDETRArchitecture Type=Transformer-based2026.06 | 51.8 | 65 | 25.6 | 56.8 | 71 | 65.4 | 71.9 | 69.3 | 67.1 | 71 | 59.3 | 51.6 | 20.7 | 32.3 | 11.8 |