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Forest

Benchmarks

Task NameDataset NameSOTA ResultTrend
Regressionforest
NRMSE1.398
12
Anomaly DetectionForest Real-world (full stream)
G-mean0.817
11
Anomaly DetectionForest Real-world
Specificity98.9
11
Anomaly DetectionForest
Average PAUC75.6
11
Streaming Class-Incremental LearningForest
EN Accuracy99.8
10
Multi-class ClassificationForest
Average G-mean0.914
10
Swarm TrackingForest 2.5 m/s
ϑavg3.475
8
Swarm TrackingForest 1.0 m/s
Avg Angular Deviation3.732
8
Robotic ExplorationForest Gazebo simulation (test)
Distance (m)205,892
5
Robotic ExplorationForest Gazebo simulation
Distance (m)2,058
5
Autonomous UAV FlightMedium Forest
Total Collisions1
4
Inspection Mission PlanningForest Virtual Environment 1.0
Distance (m)43
4
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