Oriented Object Detection on DOTA v1.0
82.28AP50Strip R-CNN-S
Evaluation Results
| Method | Links | |
|---|---|---|
| Strip R-CNN-SLatency=241.9, Protocol=multi-scale training and testing2026.03 | 82.28 | |
| RiO-DETR-xLatency=29.9, Protocol=multi-scale training and testing2026.03 | 81.76 | |
| YOLO26x-obbLatency=30.5, Protocol=multi-scale training and testing2026.03 | 81.7 | |
| LSKNet-SLatency=203.5, Protocol=multi-scale training and testing2026.03 | 81.64 | |
| RiO-DETR-mLatency=8.8, Protocol=multi-scale training and testing2026.03 | 81.49 | |
| RTMDet-R-lLatency=30.2, Protocol=multi-scale training and testing2026.03 | 81.33 | |
| PKINet-SLatency=359.7, Protocol=multi-scale training and testing2026.03 | 81.06 | |
| YOLO26m-obbLatency=10.2, Protocol=multi-scale training and testing2026.03 | 81 | |
| PPYOLOE-R-xLatency=51.0, Protocol=multi-scale training and testing2026.03 | 80.73 | |
| S2A-NetSupervision level=RBox, Comparison track=End-to-end2025.02 | 75.81 | |
| S2A-NetEpochs=12, Supervision level=RBox-supervised2025.06 | 75.81 | |
| AFWSSupervision level=HBox, Comparison track=End-to-end2025.02 | 72.55 | |
| AFWSEpochs=12, Supervision level=HBox-supervised2025.06 | 72.55 | |
| FCOSSupervision level=RBox, Comparison track=End-to-end2025.02 | 72.44 | |
| FCOSEpochs=12, Supervision level=RBox-supervised2025.06 | 72.44 | |
| H2RBox-v2Supervision level=HBox, Comparison track=End-to-end2025.02 | 72.31 | |
| H2RBox-v2Epochs=12, Supervision level=HBox-supervised2025.06 | 72.31 | |
| H2RBox-v2Setting=Weakly supervised, Annotation budget=150% Point2026.05 | 72.3 | |
| GWDSupervision level=RBox, Comparison track=End-to-end2025.02 | 71.66 | |
| GWDEpochs=12, Supervision level=RBox-supervised2025.06 | 71.66 | |
| H2RBoxSupervision level=HBox, Comparison track=End-to-end2025.02 | 70.05 | |
| H2RBoxEpochs=12, Supervision level=HBox-supervised2025.06 | 70.05 | |
| RetinaNetSupervision level=RBox, Comparison track=End-to-end2025.02 | 68.69 | |
| RetinaNetEpochs=12, Supervision level=RBox-supervised2025.06 | 68.69 | |
| Wholly-WOODSetting=Weakly supervised, Annotation budget=100% Point2026.05 | 62.63 | |
| Point2RBox-v2Supervision level=Point, Comparison track=Two-stage2025.02 | 62.61 | |
| Point2RBox-v2Setting=Weakly supervised, Annotation budget=100% Point2026.05 | 62.61 | |
| Active-SAOODSetting=Active learning, Annotation budget=20.5% Point2026.05 | 62.6 | |
| P2RBoxSupervision level=Point, Comparison track=Two-stage, Additional prior=Pre-trained SAM model2025.02 | 59.04 | |
| Active-SAOODSetting=Active learning, Annotation budget=10.24% Point2026.05 | 58.39 | |
| SOOD++Setting=Semi-supervised, Annotation budget=20.5% Point2026.05 | 54.2 | |
| Point2RBox-v2Supervision level=Point, Comparison track=End-to-end2025.02 | 51 | |
| SSPEpochs=6 + 12, Supervision level=Point-supervised, Training strategy=Two-stage2025.06 | 50.81 | |
| PointOBB-v3Supervision level=Point, Comparison track=Two-stage2025.02 | 49.24 | |
| PointOBB-v3Epochs=24* + 12, Supervision level=Point-supervised, Training strategy=Teacher-student and two-stage2025.06 | 49.24 | |
| PMS-SAM-RSDEpochs=12, Supervision level=Point-supervised, Priors=SAM2025.06 | 46 | |
| PWOODSetting=Partial weakly supervised, Annotation budget=10% Point2026.05 | 42.35 | |
| PointOBB-v2Supervision level=Point, Comparison track=Two-stage2025.02 | 41.68 | |
| PointOBB-v2Epochs=6 + 12, Supervision level=Point-supervised, Training strategy=Two-stage2025.06 | 41.68 | |
| PointOBB-v3Supervision level=Point, Comparison track=End-to-end2025.02 | 41.2 | |
| PointOBB-v3Epochs=24*, Supervision level=Point-supervised, Training strategy=Teacher-student2025.06 | 41.2 | |
| Point2RBox+SKSupervision level=Point, Comparison track=End-to-end, Additional prior=One-shot sketches2025.02 | 40.27 | |
| Point2RBox+SKEpochs=12*, Supervision level=Point-supervised, Training strategy=Teacher-student, Priors=One-shot sketches2025.06 | 40.27 | |
| Sun et al.Supervision level=HBox, Comparison track=Two-stage2025.02 | 38.6 | |
| PointOBBSupervision level=Point, Comparison track=Two-stage2025.02 | 30.08 | |
| PointOBBEpochs=24* + 12, Supervision level=Point-supervised, Training strategy=Teacher-student and two-stage2025.06 | 30.08 |