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Autonomous cars can reduce road traffic accidents and provide a safer mode of transport. However, key technical challenges, such as safe navigation in complex urban environments, need to be addressed before deploying these vehicles on the…

Robotics · Computer Science 2021-06-29 Smit Saparia , Andreas Schimpe , Laura Ferranti

Despite the continual advances in Advanced Driver Assistance Systems (ADAS) and the development of high-level autonomous vehicles (AV), there is a general consensus that for the short to medium term, there is a requirement for a human…

Robotics · Computer Science 2023-10-19 Santiago Gerling Konrad , Julie Stephany Berrio , Mao Shan , Favio Masson , Stewart Worrall

Autonomous driving systems face significant challenges in handling unpredictable edge-case scenarios, such as adversarial pedestrian movements, dangerous vehicle maneuvers, and sudden environmental changes. Current end-to-end driving models…

Computer Vision and Pattern Recognition · Computer Science 2026-03-30 Dianwei Chen , Zifan Zhang , Lei Cheng , Yuchen Liu , Xianfeng Terry Yang

Autonomous Driving Systems (ADSs) are complex Cyber-Physical Systems (CPSs) that must ensure safety even in uncertain conditions. Modern ADSs often employ Deep Neural Networks (DNNs), which may not produce correct results in every possible…

Software Engineering · Computer Science 2024-09-09 Jon Ayerdi , Asier Iriarte , Pablo Valle , Ibai Roman , Miren Illarramendi , Aitor Arrieta

Autonomous vehicles are increasingly deployed in safety-critical applications, where sensing failures or cyberphysical attacks can lead to unsafe operations resulting in human loss and/or severe physical damages. Reliable real-time…

Robotics · Computer Science 2026-04-15 Chieh Tsai , Hossein Rastgoftar , Salim Hariri

The capability to follow a lead-vehicle and avoid rear-end collisions is one of the most important functionalities for human drivers and various Advanced Driver Assist Systems (ADAS). Existing safety performance justification of the…

Robotics · Computer Science 2022-05-25 Bowen Weng , Minghao Zhu , Keith Redmill

Real-time safety metrics are important for the automated driving system (ADS) to assess the risk of driving situations and to assist the decision-making. Although a number of real-time safety metrics have been proposed in the literature,…

Robotics · Computer Science 2024-01-04 Xintao Yan , Shuo Feng , David J. LeBlanc , Carol Flannagan , Henry X. Liu

Advanced vehicle content distribution system (ACDS)is complemented by improved network connectivity with Mobile Network 3G, 4G network. Advanced content distribution system uses Access Points deployed along roadside. APs co-ordinate and…

Networking and Internet Architecture · Computer Science 2014-06-10 Anita B , Beena Sheril , Ramesh B. E

Recent advances in Deep Neural Networks (DNNs) and sensor technologies are enabling autonomous driving systems (ADSs) with an ever-increasing level of autonomy. However, assessing their dependability remains a critical concern.…

Software Engineering · Computer Science 2024-07-15 Matteo Biagiola , Paolo Tonella

Developing autonomous driving (AD) systems is challenging due to the complexity of the systems and the need to assure their safe and reliable operation. The widely adopted approach of DevOps seems promising to support the continuous…

Software Engineering · Computer Science 2025-06-30 Ali Nouri , Beatriz Cabrero-Daniel , Fredrik Törner , Christian Berger

Ensuring the functional safety of Autonomous Vehicles (AVs) requires motion planning modules that not only operate within strict real-time constraints but also maintain controllability in case of system faults. Existing safeguarding…

Robotics · Computer Science 2026-01-08 Korbinian Moller , Glenn Johannes Tungka , Lucas Jürgens , Johannes Betz

Low-cost mini-drones with advanced sensing and maneuverability enable a new class of intelligent sensing systems. To achieve the full potential of such drones, it is necessary to develop new enhanced formulations of both common and emerging…

Robotics · Computer Science 2018-09-07 Ahmed Saeed , Ahmed Abdelkader , Mouhyemen Khan , Azin Neishaboori , Khaled A. Harras , Amr Mohamed

We present here a first prototype of a "Speed Limit Support" Advance Driving Assistance System (ADAS) producing permanent reliable information on the current speed limit applicable to the vehicle. Such a module can be used either for…

Computer Vision and Pattern Recognition · Computer Science 2010-10-20 Alexandre Bargeton , Fabien Moutarde , Fawzi Nashashibi , Anne-Sophie Puthon

The advent of Autonomous Driving Systems (ADS) has marked a significant shift towards intelligent transportation, with implications for public safety and traffic efficiency. While these systems integrate a variety of technologies and offer…

Software Engineering · Computer Science 2025-02-28 Wenyuan Cheng , Zengyang Li , Peng Liang , Ran Mo , Hui Liu

How many scenarios are sufficient to validate the safe Operational Design Domain (ODD) of an Automated Driving System (ADS) equipped vehicle? Is a more significant number of sampled scenarios guaranteeing a more accurate safety assessment…

Robotics · Computer Science 2021-11-16 Bowen Weng , Linda Capito , Umit Ozguner , Keith Redmill

Distracted drivers are dangerous drivers. Equipping advanced driver assistance systems (ADAS) with the ability to detect driver distraction can help prevent accidents and improve driver safety. In order to detect driver distraction, an ADAS…

Computer Vision and Pattern Recognition · Computer Science 2021-11-10 Sandipan Banerjee , Ajjen Joshi , Jay Turcot , Bryan Reimer , Taniya Mishra

Rapid and reliable incident detection is critical for reducing crash-related fatalities, injuries, and congestion. However, conventional methods, such as closed-circuit television, dashcam footage, and sensor-based detection, separate…

Robotics · Computer Science 2025-10-31 Bai Li , Achilleas Kourtellis , Rong Cao , Joseph Post , Brian Porter , Yu Zhang

This paper presents a scenario generation framework that creates diverse, parametrized, and safety-critical driving situations to validate the safety features of autonomous vehicles in simulation [15]. By modeling factors such as road…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Kiruthiga Chandra Shekar , Aliasghar Moj Arab

Despite rapid advances in autonomous driving technology, current autonomous vehicles (AVs) lack effective bidirectional human-machine communication, limiting their ability to personalize the riding experience and recover from uncertain or…

Robotics · Computer Science 2025-11-17 Zhipeng Bao , Qianwen Li

Safety validation of autonomous driving systems requires high-risk scenario coverage, clear collision semantics, executable trajectories, and attributable multi-vehicle interactions. Existing safety-critical scenario generation methods…

Robotics · Computer Science 2026-05-20 Cheng Wang , Chen Xiong , Ziwen Wang , Yuchen Zhou , Qiang Liu
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