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ResearchFormerly WizWand

Oriented Object Detection on DOTA v1.0

82.28AP50Strip R-CNN-S
27.99242.08656.1870.274Feb 6, 2025Apr 23, 2025Jul 9, 2025Sep 23, 2025Dec 9, 2025Feb 23, 2026May 11, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Strip R-CNN-SLatency=241.9, Protocol=multi-scale training and testing2026.0382.28
RiO-DETR-xLatency=29.9, Protocol=multi-scale training and testing2026.0381.76
YOLO26x-obbLatency=30.5, Protocol=multi-scale training and testing2026.0381.7
LSKNet-SLatency=203.5, Protocol=multi-scale training and testing2026.0381.64
RiO-DETR-mLatency=8.8, Protocol=multi-scale training and testing2026.0381.49
RTMDet-R-lLatency=30.2, Protocol=multi-scale training and testing2026.0381.33
PKINet-SLatency=359.7, Protocol=multi-scale training and testing2026.0381.06
YOLO26m-obbLatency=10.2, Protocol=multi-scale training and testing2026.0381
PPYOLOE-R-xLatency=51.0, Protocol=multi-scale training and testing2026.0380.73
S2A-NetSupervision level=RBox, Comparison track=End-to-end2025.0275.81
S2A-NetEpochs=12, Supervision level=RBox-supervised2025.0675.81
AFWSSupervision level=HBox, Comparison track=End-to-end2025.0272.55
AFWSEpochs=12, Supervision level=HBox-supervised2025.0672.55
FCOSSupervision level=RBox, Comparison track=End-to-end2025.0272.44
FCOSEpochs=12, Supervision level=RBox-supervised2025.0672.44
H2RBox-v2Supervision level=HBox, Comparison track=End-to-end2025.0272.31
H2RBox-v2Epochs=12, Supervision level=HBox-supervised2025.0672.31
H2RBox-v2Setting=Weakly supervised, Annotation budget=150% Point2026.0572.3
GWDSupervision level=RBox, Comparison track=End-to-end2025.0271.66
GWDEpochs=12, Supervision level=RBox-supervised2025.0671.66
H2RBoxSupervision level=HBox, Comparison track=End-to-end2025.0270.05
H2RBoxEpochs=12, Supervision level=HBox-supervised2025.0670.05
RetinaNetSupervision level=RBox, Comparison track=End-to-end2025.0268.69
RetinaNetEpochs=12, Supervision level=RBox-supervised2025.0668.69
Wholly-WOODSetting=Weakly supervised, Annotation budget=100% Point2026.0562.63
Point2RBox-v2Supervision level=Point, Comparison track=Two-stage2025.0262.61
Point2RBox-v2Setting=Weakly supervised, Annotation budget=100% Point2026.0562.61
Active-SAOODSetting=Active learning, Annotation budget=20.5% Point2026.0562.6
P2RBoxSupervision level=Point, Comparison track=Two-stage, Additional prior=Pre-trained SAM model2025.0259.04
Active-SAOODSetting=Active learning, Annotation budget=10.24% Point2026.0558.39
SOOD++Setting=Semi-supervised, Annotation budget=20.5% Point2026.0554.2
Point2RBox-v2Supervision level=Point, Comparison track=End-to-end2025.0251
SSPEpochs=6 + 12, Supervision level=Point-supervised, Training strategy=Two-stage2025.0650.81
PointOBB-v3Supervision level=Point, Comparison track=Two-stage2025.0249.24
PointOBB-v3Epochs=24* + 12, Supervision level=Point-supervised, Training strategy=Teacher-student and two-stage2025.0649.24
PMS-SAM-RSDEpochs=12, Supervision level=Point-supervised, Priors=SAM2025.0646
PWOODSetting=Partial weakly supervised, Annotation budget=10% Point2026.0542.35
PointOBB-v2Supervision level=Point, Comparison track=Two-stage2025.0241.68
PointOBB-v2Epochs=6 + 12, Supervision level=Point-supervised, Training strategy=Two-stage2025.0641.68
PointOBB-v3Supervision level=Point, Comparison track=End-to-end2025.0241.2
PointOBB-v3Epochs=24*, Supervision level=Point-supervised, Training strategy=Teacher-student2025.0641.2
Point2RBox+SKSupervision level=Point, Comparison track=End-to-end, Additional prior=One-shot sketches2025.0240.27
Point2RBox+SKEpochs=12*, Supervision level=Point-supervised, Training strategy=Teacher-student, Priors=One-shot sketches2025.0640.27
Sun et al.Supervision level=HBox, Comparison track=Two-stage2025.0238.6
PointOBBSupervision level=Point, Comparison track=Two-stage2025.0230.08
PointOBBEpochs=24* + 12, Supervision level=Point-supervised, Training strategy=Teacher-student and two-stage2025.0630.08