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DOTA

Benchmarks

Task NameDataset NameSOTA ResultTrend
Oriented Object DetectionDOTA v1.0 (test)
SV83.52
378
Object DetectionDOTA 1.0 (test)
Plane AP90.39
256
Visual Active SearchDOTA
ANT0.27
162
Oriented Object DetectionDOTA (test)
AP (Plane)90.25
92
Rotated Object DetectionDOTA 1.0 (test)
mAP82.24
66
Oriented Object DetectionDOTA v1.5 (test)
mAP78.12
58
Object DetectionDOTA v1.5 (test)
mAP73.57
57
Object DetectionDOTA
mAP79.42
49
Oriented Object DetectionDOTA 1.5 (val)
mAP67.07
37
Object DetectionDOTA v1.5
mAP68.92
37
Oriented Object DetectionDOTA single-scale 1.0
AP5081.8
29
Object DetectionDOTA v1.0
Overall mAP82.75
29
Visual Active SearchDOTA Roundabout (test)
ANT2.66
27
Visual Active SearchDOTA Plane (test)
ANT6.75
27
Visual Active SearchDOTA Helicopter (test)
ANT167
27
Visual Active SearchDOTA Harbor (test)
ANT7.38
27
Visual Active SearchDOTA Large Vehicle (test)
ANT9.24
27
Visual Active SearchDOTA Ship (test)
ANT2.41
27
Oriented Object DetectionDOTA v1.0
AP5082.28
25
Oriented Object DetectionDOTA single-scale 1.0 (test)
AP (PL)90.21
24
Oriented Object DetectionDOTA 1.0 (train test)
mAP 5079.8
23
Object DetectionDOTA (test)
mAP81.77
21
Sim-to-real adaptationDoTA (target)
Accuracy65.5
20
Horizontal Object DetectionDOTA v1.0 (test)
AP (Plane)0.9018
20
Object CountingDOTA v2 (val)
Accuracy45.92
19
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