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highway

Benchmarks

Task NameDataset NameSOTA ResultTrend
Trajectory PlanningHighway Seen Environments
ADE0.68
18
Highway NavigationHighway Mean over three scenarios 200 seeds each (test)
Success Rate100
9
Trajectory PlanningHighway Unseen Environments
ADE0.76
9
Autonomous DrivingHighway Severe POMDP v0
Average Return116.5
5
Vehicle CountingHighwayII 4 lanes
Accuracy100
5
Autonomous Driving PlanningHighway Simulated
Inference Time (s)1.56
5
Autonomous DrivingHighway Moderate POMDP v0
Average Return126.6
4
Autonomous DrivingHighway Mild POMDP v0
Average Return138.8
4
Distribution Shift DetectionHighway Roundabout (test)
AUROC95.8
4
Distribution Shift DetectionHighway Intersection (test)
AUROC96.1
4
Distribution Shift DetectionHighway Merge (test)
AUROC99.9
4
3D Object DetectionHighway long-range
Vehicle mAP87.2
4
Autonomous Driving Planninghighway v0 (test)
Avg Episode Reward51.065
3
Meta-Reinforcement LearningHighway
Metric-
0
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