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Related papers: ViSTA: a Framework for Virtual Scenario-based Test…

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Safety-critical scenarios are essential for the development of autonomous vehicles (AVs) but are rare in real-world driving data. While simulation offers a way to generate such scenarios, manually designed test cases lack scalability, and…

Robotics · Computer Science 2026-05-07 Zimu Gong , Brian Zhaoning Zhang , Chris Zhang , Kelvin Wong , Raquel Urtasun

Testing autonomous robotic systems, such as self-driving cars and unmanned aerial vehicles, is challenging due to their interaction with highly unpredictable environments. A common practice is to first conduct simulation-based testing,…

Neural and Evolutionary Computing · Computer Science 2025-03-27 Dmytro Humeniuk , Foutse Khomh

The simulation-based testing is essential for safely implementing autonomous vehicles (AV) on roads, necessitating simulated traffic environments that dynamically interact with the Vehicle Under Test (VUT). This study introduces a…

Robotics · Computer Science 2024-07-29 Yiru Liu , Xiaocong Zhao , Jian Sun

The European Space Agency (ESA) uses an engine to perform tests in the Ground Segment infrastructure, specially the Operational Simulator. This engine uses many different tools to ensure the development of regression testing infrastructure…

Software Engineering · Computer Science 2012-06-25 Ulisses Araujo Costa , Daniela da Cruz , Pedro Rangel Henriques

Traditional methods for developing and evaluating autonomous driving functions, such as model-in-the-loop (MIL) and hardware-in-the-loop (HIL) simulations, heavily depend on the accuracy of simulated vehicle models and human factors,…

Robotics · Computer Science 2025-01-13 Haochong Chen , Xincheng Cao , Levent Guvenc , Bilin Aksun Guvenc

One of the major impediments in deployment of Autonomous Driving Systems (ADS) is their safety and reliability. The primary reason for the complexity of testing ADS is that it operates in an open world characterized by its…

For autonomous vehicles, safe navigation in complex environments depends on handling a broad range of diverse and rare driving scenarios. Simulation- and scenario-based testing have emerged as key approaches to development and validation of…

Scenario-based approaches for the validation of highly automated driving functions are based on the search for safety-critical characteristics of driving scenarios using software-in-the-loop simulations. This search requires information…

Simulation-based testing remains the main approach for validating Autonomous Driving Systems. We propose a rigorous test method based on breaking down scenarios into simple ones, taking into account the fact that autopilots make decisions…

Software Engineering · Computer Science 2024-05-28 Changwen Li , Joseph Sifakis , Rongjie Yan , Jian Zhang

Owing to the merits of early safety and reliability guarantee, autonomous driving virtual testing has recently gains increasing attention compared with closed-loop testing in real scenarios. Although the availability and quality of…

Robotics · Computer Science 2021-07-01 Pengliang Ji , Li Ruan , Yunzhi Xue , Limin Xiao , Qian Dong

Verification and validation are major challenges for developing automated driving systems. A concept that gets more and more recognized for testing in automated driving is scenario-based testing. However, it introduces the problem of what…

Software Engineering · Computer Science 2022-05-18 Barbara Schütt , Marc Heinrich , Sonja Marahrens , J. Marius Zöllner , Eric Sax

Modern highly automated and autonomous traffic systems and subsystems require new approaches to test their functional safety in the context of validation and verification. One approach that has taken a leading role in current research is…

Software Engineering · Computer Science 2022-11-23 David Reiher , Axel Hahn

To improve the security and robustness of autonomous driving models, this paper presents SMET, a scenariobased metamorphic testing tool for autonomous driving models. The metamorphic relationship is divided into three dimensions (time,…

Robotics · Computer Science 2021-04-09 Haiyang Ao , Ya Pan

The widescale deployment of Autonomous Vehicles (AV) seems to be imminent despite many safety challenges that are yet to be resolved. It is well known that there are no universally agreed Verification and Validation (VV) methodologies to…

Robotics · Computer Science 2020-03-05 Dhanoop Karunakaran , Stewart Worrall , Eduardo Nebot

Testing and evaluation is a critical step in the development and deployment of connected and automated vehicles (CAVs), and yet there is no systematic framework to generate testing scenario library. This study aims to provide a general…

Systems and Control · Computer Science 2020-09-30 Shuo Feng , Yiheng Feng , Chunhui Yu , Yi Zhang , Henry X. Liu

Extensive simulation-based testing is important for assuring the safety of autonomous driving systems (ADS). However, generating safety-critical traffic scenarios remains challenging because failures often arise from rare, complex…

Software Engineering · Computer Science 2026-03-24 Dmytro Humeniuk , Mohammad Hamdaqa , Houssem Ben Braiek , Amel Bennaceur , Foutse Khomh

There have been major developments in Automated Driving (AD) and Driving Assist Systems (ADAS) in recent years. However, their safety assurance, thus methodologies for testing, verification and validation AD/ADAS safety-critical…

Software Engineering · Computer Science 2023-11-08 Hasan Esen , Brian Hsuan-Cheng Liao

Simulation-based testing of autonomous vehicles (AVs) has become an essential complement to road testing to ensure safety. Consequently, substantial research has focused on searching for failure scenarios in simulation. However, a…

Computer Vision and Pattern Recognition · Computer Science 2021-12-02 Edward Kim , Jay Shenoy , Sebastian Junges , Daniel Fremont , Alberto Sangiovanni-Vincentelli , Sanjit Seshia

We present VASTA, a novel vision and language-assisted Programming By Demonstration (PBD) system for smartphone task automation. Development of a robust PBD automation system requires overcoming three key challenges: first, how to make a…

Human-Computer Interaction · Computer Science 2019-11-06 Alborz Rezazadeh Sereshkeh , Gary Leung , Krish Perumal , Caleb Phillips , Minfan Zhang , Afsaneh Fazly , Iqbal Mohomed

Training AI agents to proactively assist humans in daily activities, from routine household tasks to urgent safety situations, requires large-scale visual data. However, capturing such scenarios in the real world is often difficult, costly,…

Computation and Language · Computer Science 2026-05-12 Yu-Hsiang Liu , Yu-Chien Tang , An-Zi Yen
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