Oriented Object Detection on DIOR
61.41AP50S2A-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| S2A-NetSupervision level=RBox, Comparison track=End-to-end2025.02 | 61.41 | — | |
| FCOSSupervision level=RBox, Comparison track=End-to-end2025.02 | 59.83 | — | |
| AFWSSupervision level=HBox, Comparison track=End-to-end2025.02 | 59.07 | — | |
| H2RBoxSupervision level=HBox, Comparison track=End-to-end2025.02 | 57.8 | — | |
| H2RBox-v2Supervision level=HBox, Comparison track=End-to-end2025.02 | 57.64 | — | |
| GWDSupervision level=RBox, Comparison track=End-to-end2025.02 | 57.6 | — | |
| RetinaNetSupervision level=RBox, Comparison track=End-to-end2025.02 | 54.96 | — | |
| Active-SAOODAnnotation Rate=10%2026.05 | 50.84 | 6.01 | |
| SAOODAnnotation Rate=10%2026.05 | 48.79 | 3.96 | |
| PointSAMSupervision level=Point, Comparison track=Two-stage, Additional prior=Pre-trained SAM model2025.02 | 46.2 | — | |
| Rotated FCOSAnnotation Rate=10%2026.05 | 44.83 | 0 | |
| Point2RBox-v2Supervision level=Point, Comparison track=Two-stage2025.02 | 44.45 | — | |
| Active-SAOODAnnotation Rate=5%2026.05 | 40.73 | 7.32 | |
| PointOBB-v3Supervision level=Point, Comparison track=Two-stage2025.02 | 40.18 | — | |
| PointOBB-v2Supervision level=Point, Comparison track=Two-stage2025.02 | 39.56 | — | |
| PointOBB-v3Supervision level=Point, Comparison track=End-to-end2025.02 | 37.6 | — | |
| PointOBBSupervision level=Point, Comparison track=Two-stage2025.02 | 37.31 | — | |
| SAOODAnnotation Rate=5%2026.05 | 37.06 | 3.65 | |
| Point2RBox-v2Supervision level=Point, Comparison track=End-to-end2025.02 | 34.7 | — | |
| Rotated FCOSAnnotation Rate=5%2026.05 | 33.41 | 0 | |
| Active-SAOODAnnotation Rate=2%2026.05 | 32.73 | 14.84 | |
| Point2RBox+SKSupervision level=Point, Comparison track=End-to-end, Additional prior=One-shot sketches2025.02 | 27.34 | — | |
| Active-SAOODAnnotation Rate=1%2026.05 | 25.58 | 9.94 | |
| SAOODAnnotation Rate=1%2026.05 | 23.17 | 7.53 | |
| SAOODAnnotation Rate=2%2026.05 | 20.57 | 2.68 | |
| Rotated FCOSAnnotation Rate=2%2026.05 | 17.89 | 0 | |
| Rotated FCOSAnnotation Rate=1%2026.05 | 15.64 | 0 |