Coverage-based scene fuzzing for virtual autonomous driving testing

Z Hu, S Guo, Z Zhong, K Li - arXiv preprint arXiv:2106.00873, 2021 - arxiv.org
Simulation-based virtual testing has become an essential step to ensure the safety of
autonomous driving systems. Testers need to handcraft the virtual driving scenes and …

Semantic-guided fuzzing for virtual testing of autonomous driving systems

A Guo, Y Feng, Y Cheng, Z Chen - Journal of Systems and Software, 2024 - Elsevier
Autonomous driving systems (ADS) have achieved spectacular development and have been
utilized in numerous safety-critical tasks. Nonetheless, in spite of their considerable …

Drivefuzz: Discovering autonomous driving bugs through driving quality-guided fuzzing

S Kim, M Liu, JJ Rhee, Y Jeon, Y Kwon… - Proceedings of the 2022 …, 2022 - dl.acm.org
Autonomous driving has become real; semi-autonomous driving vehicles in an affordable
price range are already on the streets, and major automotive vendors are actively …

Behavexplor: Behavior diversity guided testing for autonomous driving systems

M Cheng, Y Zhou, X Xie - Proceedings of the 32nd ACM SIGSOFT …, 2023 - dl.acm.org
Testing Autonomous Driving Systems (ADSs) is a critical task for ensuring the reliability and
safety of autonomous vehicles. Existing methods mainly focus on searching for safety …

Neural network guided evolutionary fuzzing for finding traffic violations of autonomous vehicles

Z Zhong, G Kaiser, B Ray - IEEE Transactions on Software …, 2022 - ieeexplore.ieee.org
Self-driving cars and trucks, autonomous vehicles (av s), should not be accepted by
regulatory bodies and the public until they have much higher confidence in their safety and …

Metamorphic fuzz testing of autonomous vehicles

JC Han, ZQ Zhou - Proceedings of the IEEE/ACM 42nd International …, 2020 - dl.acm.org
Driving simulation is the primary approach for testing the software components of
autonomous vehicles. This paper presents an automated testing method, termed …

Toward Large Scale Test for Autonomous Driving Software in Collaborative Virtual Environment

BG Kim, E Kang - Ieee Access, 2023 - ieeexplore.ieee.org
Virtual simulation environments are widely used to test autonomous driving software by
creating highly complex driving scenarios that are non-trivial to set up in a physical …

An industrial workbench for test scenario identification for autonomous driving software

Q Song, K Tan, P Runeson… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Testing of autonomous vehicles involves enormous challenges for the automotive industry.
The number of real-world driving scenarios is extremely large, and choosing effective test …

Disclosing the fragility problem of virtual safety testing for autonomous driving systems

Z Hu, S Guo, Z Zhong, K Li - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
In order to overcome the insufficiency of road testing in cost and coverage, vendors have
been using 3D simulators to conduct virtual safety testing (VST) for autonomous driving. In …

Vista: a framework for virtual scenario-based testing of autonomous vehicles

A Piazzoni, J Cherian, M Azhar, JY Yap… - 2021 IEEE …, 2021 - ieeexplore.ieee.org
In this paper, we present ViSTA, a framework for Virtual Scenario-based Testing of
Autonomous Vehicles (AV), developed as part of the 2021 IEEE Autonomous Test Driving AI …