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UAV

Benchmarks

Task NameDataset NameSOTA ResultTrend
Visual TrackingUAV
AUC70.8
22
Object Detectioncustom UAV dataset
mAP50:9583.42
17
Safety MonitoringUAV dataset
Precision92.5
15
Aerial Visual-Spatial ReasoningUAV aerial-view benchmark
Overall Score74.13
14
Short-Term TrackingUAV123
AUC65.4
11
Object DetectionUAV
Precision95.96
10
Multi-Objective Bayesian OptimizationUAV
Hypervolume60.7
10
Infrared Small Target DetectionUAV
Pd83.56
8
Long-Term Visual TrackingUAV20L
Success AUC67.2
8
Object DetectionUAV (graveyard)
mAP47.3
6
Inverse Model GeneralizationUAV Controller Design
Hypervolume0.608
5
Action RecognitionUAV zero-shot
Top-1 Acc4.67
5
Instance SegmentationUAV (graveyard)
IoU31.1
3
Black-Box Optimization Performance ConsistencyUAV
Performance Consistency0.003
3
Black-Box OptimizationUAV
Performance84.84
3
Panoramic RenderingUAV Cropped
DRE0.027
2
Object DetectionUAV No-Small (val)
mAP5099.5
2
Object DetectionUAV Small (val)
mAP5095.7
2
Object DetectionUAV All (val)
mAP5097.6
2
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