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A Benchmark for Evaluating Autonomous Vehicles in Safety-critical Scenarios


In SafeBench, we provide 8 scenario templates, 10 scenario generation polices, and 100 routes in maps.

8 Scenario Templates
Straight Obstacle
Turning Obstacle
Lane Changing
Vehicle Passing
Red-light Running
Unprotected Left-turn
Right-turn
Crossing Negotiation
10 Scenario Generating Methods
Human Design
Control
Reference
Code
Random Purterbation
Control
Reference
Code
Learning to Collide
Control
Reference
Code
Multi-modal Scenario Generation
Control
Reference
Code
SAC
Control
Reference
Code
PPO
Control
Reference
Code
AdvSim
Control
Reference
Code
Adversarial Trajectory
Control
Reference
Code
MADDPG
Control
Reference
Code
Scenic
Control
Reference
Code
Adversarial Patch
Perception
Reference
Code