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Safety architectures play a crucial role in the safety assurance of automated driving vehicles (ADVs). They can be used as safety envelopes of black-box ADV controllers, and for graceful degradation from one ODD to another. Building on our…

Robotics · Computer Science 2023-08-22 Clovis Eberhart , Jérémy Dubut , James Haydon , Ichiro Hasuo

The number of road vehicles significantly increased in recent decades. This trend accompanied a build-up of road infrastructure and development of various control systems to increase road traffic safety, road capacity and travel comfort. In…

Computer Vision and Pattern Recognition · Computer Science 2013-10-02 Kristian Kovačić , Edouard Ivanjko , Hrvoje Gold

Autonomous Vehicles (AVs) redefine transportation with sophisticated technology, integrating sensors, cameras, and intricate algorithms. Implementing machine learning in AV perception demands robust hardware accelerators to achieve…

Hardware Architecture · Computer Science 2024-05-02 Ruba Islayem , Fatima Alhosani , Raghad Hashem , Afra Alzaabi , Mahmoud Meribout

Advanced driver assistance systems (ADAS) are increasingly prevalent in the vehicle fleet, significantly impacting safety and capacity. Transportation agencies struggle to plan for these effects as ADAS availability is not tracked in…

Computers and Society · Computer Science 2024-08-05 Noah Goodall

This paper provides a comprehensive overview of recent advancements in autonomous electric vehicles (AEVs) within the specified region. It elaborates on the progress and comparative analysis of diverse subsystems, including energy storage,…

Robotics · Computer Science 2024-07-08 Qasim Ajao , Lanre Gbenga Sadeeq

Recent advances in foundation models (FMs), including large language models (LLMs), vision-language models (VLMs), and world models, have opened new opportunities for autonomous driving systems (ADSs) in perception, reasoning,…

Software Engineering · Computer Science 2026-04-03 Xiongfei Wu , Mingfei Cheng , Xiaoning Ren , Qiang Hu , Jianlang Chen , Yuheng Huang , Maxime Cordy , Yao Zhang , Xiaofei Xie , Lei Ma , Yves Le Traon

As passenger vehicle technologies have advanced, so have their capabilities to avoid obstacles, especially with developments in tires, suspensions, steering, as well as safety technologies like ABS, ESC, and more recently, ADAS systems.…

Robotics · Computer Science 2021-06-22 Evan Lowe , Levent Guvenç

Modern vehicles become increasingly digitalized with advanced information technology-based solutions like advanced driving assistance systems and vehicle-to-x communications. These systems are complex and interconnected. Rising complexity…

Closed-loop simulation environments play a crucial role in the validation and enhancement of autonomous driving systems (ADS). However, certain challenges warrant significant attention, including balancing simulation accuracy with duration,…

Robotics · Computer Science 2025-02-14 Daocheng Fu , Naiting Zhong , Xu Han , Pinlong Cai , Licheng Wen , Song Mao , Botian Shi , Yu Qiao

Automated vehicle acceptance (AVA) has been measured mostly subjectively by questionnaires and interviews, with a main focus on drivers inside automated vehicles (AVs). To ensure that AVs are widely accepted by the public, ensuring the…

Human-Computer Interaction · Computer Science 2023-09-20 Neeraja Bhide , Nanami Hashimoto , Kazimierz Dokurno , Chris Van der Hoorn , Sascha Hoogendoorn-Lanser , Sina Nordhoff

This work describes the use of on-board vehicle data from cars with advanced driver assistance features as a trip summary, with the goal of helping drivers contextualize their driving habits in terms of sustainability. The approach is…

Human-Computer Interaction · Computer Science 2024-04-26 Xia Wang , Sobenna Onwumelu , Jonathan Sprinkle

The paper proposes a method for the correct by design coordination of autonomous driving systems (ADS). It builds on previous results on collision avoidance policies and the modeling of ADS by combining descriptions of their static…

Multiagent Systems · Computer Science 2022-05-23 Marius Bozga , Joseph Sifakis

The current approach for new Advanced Driver Assistance System (ADAS) and Connected and Automated Driving (CAD) function development involves a significant amount of public road testing which is inefficient due to the number miles that need…

Robotics · Computer Science 2024-10-08 Xincheng Cao , Haochong Chen , Bilin Aksun-Guvenc , Levent Guvenc

Safety-critical Autonomous Systems require trustworthy and transparent decision-making process to be deployable in the real world. The advancement of Machine Learning introduces high performance but largely through black-box algorithms. We…

Robotics · Computer Science 2022-12-02 Hongrui Zheng , Zirui Zang , Shuo Yang , Rahul Mangharam

Ensuring the safety and reliability of Automated Driving Systems (ADS) remains a critical challenge, as traditional verification methods such as large-scale on-road testing are prohibitively costly and time-consuming.To address…

Software Engineering · Computer Science 2025-12-18 Ji Zhou , Yongqi Zhao , Yixian Hu , Hexuan Li , Zhengguo Gu , Nan Xu , Arno Eichberger

The recent surge in interest in autonomous driving stems from its rapidly developing capacity to enhance safety, efficiency, and convenience. A pivotal aspect of autonomous driving technology is its perceptual systems, where core algorithms…

Computer Vision and Pattern Recognition · Computer Science 2023-11-02 Qi Zhang , Siyuan Gou , Wenbin Li

Computer Vision, either alone or combined with other technologies such as radar or Lidar, is one of the key technologies used in Advanced Driver Assistance Systems (ADAS). Its role understanding and analysing the driving scene is of great…

Computer Vision and Pattern Recognition · Computer Science 2015-04-29 Gorka Velez , Oihana Otaegui

Autonomous Vehicles (AV) and Advanced Driver Assistance Systems (ADAS) have been revolutionized by Deep Learning. As a data-driven approach, Deep Learning relies on vast amounts of driving data, typically labeled in great detail. As a…

Computer Vision and Pattern Recognition · Computer Science 2026-03-25 Whye Kit Fong , Venice Erin Liong , Kok Seang Tan , Holger Caesar

As autonomous vehicle (AV) technology advances towards maturity, it becomes imperative to examine the security vulnerabilities within these cyber-physical systems. While conventional cyber-security concerns are often at the forefront of…

Systems and Control · Electrical Eng. & Systems 2025-01-09 Martin Higgins , Devki Jha , David Blundell , David Wallom

Automated Vehicles (AVs) hold promise for revolutionizing transportation by improving road safety, traffic efficiency, and overall mobility. Despite the steady advancement in high-level AVs in recent years, the transition to full automation…

Robotics · Computer Science 2025-09-15 Yongqi Dong , Bart van Arem , Haneen Farah