Oriented Object Detection on DOTA v1.5
66.53AP@50S2A-Net
Evaluation Results
| Method | Links | |
|---|---|---|
| S2A-NetSupervision level=RBox, Comparison track=End-to-end2025.02 | 66.53 | |
| S2A-NetEpochs=12, Supervision level=RBox-supervised2025.06 | 66.53 | |
| AFWSSupervision level=HBox, Comparison track=End-to-end2025.02 | 65.92 | |
| AFWSEpochs=12, Supervision level=HBox-supervised2025.06 | 65.92 | |
| H2RBox-v2Supervision level=HBox, Comparison track=End-to-end2025.02 | 64.76 | |
| H2RBox-v2Epochs=12, Supervision level=HBox-supervised2025.06 | 64.76 | |
| FCOSSupervision level=RBox, Comparison track=End-to-end2025.02 | 64.53 | |
| FCOSEpochs=12, Supervision level=RBox-supervised2025.06 | 64.53 | |
| GWDSupervision level=RBox, Comparison track=End-to-end2025.02 | 63.27 | |
| GWDEpochs=12, Supervision level=RBox-supervised2025.06 | 63.27 | |
| H2RBoxSupervision level=HBox, Comparison track=End-to-end2025.02 | 61.7 | |
| H2RBoxEpochs=12, Supervision level=HBox-supervised2025.06 | 61.7 | |
| RetinaNetSupervision level=RBox, Comparison track=End-to-end2025.02 | 60.57 | |
| RetinaNetEpochs=12, Supervision level=RBox-supervised2025.06 | 60.57 | |
| Point2RBox-v2Supervision level=Point, Comparison track=Two-stage2025.02 | 54.06 | |
| Point2RBox-v2Supervision level=Point, Comparison track=End-to-end2025.02 | 39.45 | |
| SSPEpochs=6 + 12, Supervision level=Point-supervised, Training strategy=Two-stage2025.06 | 35.93 | |
| PointOBB-v3Supervision level=Point, Comparison track=Two-stage2025.02 | 33.79 | |
| PointOBB-v3Epochs=24* + 12, Supervision level=Point-supervised, Training strategy=Teacher-student and two-stage2025.06 | 33.79 | |
| PointOBB-v3Supervision level=Point, Comparison track=End-to-end2025.02 | 31.25 | |
| PointOBB-v3Epochs=24*, Supervision level=Point-supervised, Training strategy=Teacher-student2025.06 | 31.25 | |
| PointOBB-v2Supervision level=Point, Comparison track=Two-stage2025.02 | 30.59 | |
| PointOBB-v2Epochs=6 + 12, Supervision level=Point-supervised, Training strategy=Two-stage2025.06 | 30.59 | |
| Point2RBox+SKSupervision level=Point, Comparison track=End-to-end, Additional prior=One-shot sketches2025.02 | 30.51 | |
| Point2RBox+SKEpochs=12*, Supervision level=Point-supervised, Training strategy=Teacher-student, Priors=One-shot sketches2025.06 | 30.51 | |
| PointOBBSupervision level=Point, Comparison track=Two-stage2025.02 | 10.66 | |
| PointOBBEpochs=24* + 12, Supervision level=Point-supervised, Training strategy=Teacher-student and two-stage2025.06 | 10.66 |