Generating critical test scenarios for autonomous driving systems via influential behavior patterns

H Tian, G Wu, J Yan, Y Jiang, J Wei, W Chen… - Proceedings of the 37th …, 2022 - dl.acm.org
Autonomous Driving Systems (ADSs) are safety-critical, and must be fully tested before
being deployed on real-world roads. To comprehensively evaluate the performance of …

Building critical testing scenarios for autonomous driving from real accidents

X Zhang, Y Cai - Proceedings of the 32nd ACM SIGSOFT International …, 2023 - dl.acm.org
One of the aims of the development and spread of autonomous driving technology is to
reduce traffic accidents caused by human factors. But recently reported data on fatal …

Less is more: Simplification of test scenarios for autonomous driving system testing

P Arcaini, XY Zhang, F Ishikawa - 2022 IEEE Conference on …, 2022 - ieeexplore.ieee.org
Simulation-based testing is a popular approach for testing autonomous driving systems
(ADS), in which different types of scenario are designed to test the ADS under different …

DeepScenario: An open driving scenario dataset for autonomous driving system testing

C Lu, T Yue, S Ali - … IEEE/ACM 20th International Conference on …, 2023 - ieeexplore.ieee.org
With the rapid development of autonomous driving systems (ADSs), testing ADSs under
various environmental conditions has become a key method to ensure the successful …

EvoScenario: Integrating Road Structures into Critical Scenario Generation for Autonomous Driving System Testing

S Tang, Z Zhang, J Zhou, Y Zhou… - 2023 IEEE 34th …, 2023 - ieeexplore.ieee.org
Autonomous Driving Systems (ADS) are safety-critical and require comprehensive testing
before their deployment on public roads. Most existing testing approaches consist in …

Testing automated driving systems by breaking many laws efficiently

X Zhang, W Zhao, Y Sun, J Sun, Y Shen… - Proceedings of the …, 2023 - dl.acm.org
An automated driving system (ADS), as the brain of an autonomous vehicle (AV), should be
tested thoroughly ahead of deployment. ADS must satisfy a complex set of rules to ensure …

Testing of autonomous driving systems: where are we and where should we go?

G Lou, Y Deng, X Zheng, M Zhang… - Proceedings of the 30th …, 2022 - dl.acm.org
Autonomous driving has shown great potential to reform modern transportation. Yet its
reliability and safety have drawn a lot of attention and concerns. Compared with traditional …

From Collision to Verdict: Responsibility Attribution for Autonomous Driving Systems Testing

J Zhou, S Tang, Y Guo, YF Li… - 2023 IEEE 34th …, 2023 - ieeexplore.ieee.org
Autonomous driving systems (ADS) are safety-critical systems that require thorough testing
to ensure their safety. Current testing methods for ADS primarily focus on finding crash …

MOSAT: finding safety violations of autonomous driving systems using multi-objective genetic algorithm

H Tian, Y Jiang, G Wu, J Yan, J Wei, W Chen… - Proceedings of the 30th …, 2022 - dl.acm.org
Autonomous Driving Systems (ADSs) are safety-critical systems, and safety violations of
Autonomous Vehicles (AVs) in real traffic will cause huge losses. Therefore, ADSs must be …

Investigating the configurations of an industrial path planner in terms of collision avoidance

XY Zhang, P Arcaini, F Ishikawa… - 2020 IEEE 31st …, 2020 - ieeexplore.ieee.org
Typical approaches to test Autonomous Driving Systems (ADS) generate tests in a
simulation environment. A common goal in ADS testing is to find scenarios in which the car …