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ResearchFormerly WizWand

Oriented Object Detection on DOTA 1.5 (val)

67.07mAPSOOD
31.314840.597449.8859.1626Apr 10, 2023Aug 23, 2023Jan 6, 2024May 21, 2024Oct 4, 2024Feb 17, 2025Jul 3, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SOODDetector=CFA, Publication=CVPR 20212023.0467.07
Supervised baseline (CFA)Detector=CFA, Publication=CVPR 20212023.0465.75
SOODDetector=KLD, Base Architecture=RetinaNet, Publication=NeurIPS 20212023.0464.62
MCLTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0762.63
Supervised baseline (KLD)Detector=KLD, Base Architecture=RetinaNet, Publication=NeurIPS 20212023.0462.21
PWOODTask=PWOOD (ours), Annotation Type=w/ Partial HBox, Partial Annotation Ratio=30%2025.0761.58
SOOD++Task=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0761.51
Vanilla BaselineTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0761
MCLTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0759.63
PWOODTask=PWOOD (ours), Annotation Type=w/ Partial HBox, Partial Annotation Ratio=20%2025.0759.36
SOODTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0759.23
ARSLTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0759.02
Vanilla BaselineTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0758.28
PseCoTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0758.03
Dense TeacherTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=30%2025.0757.86
SOOD++Task=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0757.44
SOODTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0755.58
ARSLTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0755.34
PseCoTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0755.28
H2RBox-v2Task=WOOD, Partial Annotation Ratio=30%2025.0755.19
Dense TeacherTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=20%2025.0753.93
PWOODTask=PWOOD (ours), Annotation Type=w/ Partial HBox, Partial Annotation Ratio=10%2025.0752.87
MCLTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0752.61
SOOD++Task=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0750.48
Vanilla BaselineTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0749.53
H2RBox-v2Task=WOOD, Partial Annotation Ratio=20%2025.0749.01
SOODTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0748.63
ARSLTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0748.17
PseCoTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0748.04
Dense TeacherTask=SOOD (w/ Partial RBox), Partial Annotation Ratio=10%2025.0746.9
PWOODTask=PWOOD (ours), Annotation Type=w/ Partial Point, Partial Annotation Ratio=30%2025.0743.02
H2RBox-v2Task=WOOD, Partial Annotation Ratio=10%2025.0742.19
PWOODTask=PWOOD (ours), Annotation Type=w/ Partial Point, Partial Annotation Ratio=20%2025.0741.54
Point2RBox-v2Task=WOOD, Partial Annotation Ratio=30%2025.0738.3
Point2RBox-v2Task=WOOD, Partial Annotation Ratio=20%2025.0736.03
PWOODTask=PWOOD (ours), Annotation Type=w/ Partial Point, Partial Annotation Ratio=10%2025.0735.33
Point2RBox-v2Task=WOOD, Partial Annotation Ratio=10%2025.0732.69