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Safety assurance of automated driving systems must consider uncertain environment perception. This paper reviews literature addressing how perception testing is realized as part of safety assurance. We focus on testing for verification and…

Robotics · Computer Science 2022-02-28 Michael Hoss , Maike Scholtes , Lutz Eckstein

Complete perception of the environment and its correct interpretation is crucial for autonomous vehicles. Object perception is the main component of automotive surround sensing. Various metrics already exist for the evaluation of object…

Robotics · Computer Science 2025-12-17 Georg Volk , Jörg Gamerdinger , Alexander von Bernuth , Oliver Bringmann

Advanced driver assistance systems (ADAS) are often used in the automotive industry to highlight innovative improvements in vehicle safety. However, today it is unclear whether certain automation (e.g., adaptive cruise control, lane…

Human-Computer Interaction · Computer Science 2021-09-27 Sophie Le Page , Jason Millar , Kelly Bronson , Shalaleh Rismani , AJung Moon

Autonomous driving vehicles provide a vast potential for realizing use cases in the on-road and off-road domains. Consequently, remarkable solutions exist to autonomous systems' environmental perception and control. Nevertheless, proof of…

Robotics · Computer Science 2024-03-29 Patrick Wolf

Lane change is a very demanding driving task and number of traffic accidents are induced by mistaken maneuvers. An automated lane change system has the potential to reduce driver workload and to improve driving safety. One challenge is how…

Robotics · Computer Science 2021-01-01 Zheng Wang , Muhua Guan , Jin Lan , Bo Yang , Tsutomu Kaizuka , Junichi Taki , Kimihiko Nakano

With the growing technological advances in autonomous driving, the transport industry and research community seek to determine the impact that autonomous vehicles (AV) will have on consumers, as well as identify the different factors that…

Human-Computer Interaction · Computer Science 2022-01-11 Walter Morales Alvarez , Nikita Smirnov , Elmar Matthes , Cristina Olaverri-Monreal

Autonomous systems require identifying the environment and it has a long way to go before putting it safely into practice. In autonomous driving systems, the detection of obstacles and traffic lights are of importance as well as lane…

Robotics · Computer Science 2021-06-30 Namig Aliyev , Oguzhan Sezer , Mehmet Turan Guzel

One of the main paths towards the reduction of traffic accidents is the increase in vehicle safety through driver assistance systems or even systems with a complete level of autonomy. In these types of systems, tasks such as obstacle…

Computer Vision and Pattern Recognition · Computer Science 2023-03-09 Felipe Manfio Barbosa , Fernando Santos Osório

Comprehensive perception of the vehicle's environment and correct interpretation of the environment are crucial for the safe operation of autonomous vehicles. The perception of surrounding objects is the main component for further tasks…

Computer Vision and Pattern Recognition · Computer Science 2025-12-17 Jörg Gamerdinger , Sven Teufel , Stephan Amann , Georg Volk , Oliver Bringmann

The autonomous car technology promises to replace human drivers with safer driving systems. But although autonomous cars can become safer than human drivers this is a long process that is going to be refined over time. Before these vehicles…

Artificial Intelligence · Computer Science 2018-05-09 Thomio Watanabe , Denis Wolf

In recent years, the expansion of internet technology and advancements in automation have brought significant attention to autonomous driving technology. Major automobile manufacturers, including Volvo, Mercedes-Benz, and Tesla, have…

Robotics · Computer Science 2024-02-27 Hanyi Yu , Shuning Huo , Mengran Zhu , Yulu Gong , Yafei Xiang

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

Social acceptance is a major hurdle for autonomous vehicle technology, central to which is ensuring both passengers and nearby pedestrians feel safe. This idea of `feeling safe' and perceived safety is highly subjective and rooted in human…

Robotics · Computer Science 2021-04-14 Daniel Jiang , Stewart Worrall , Mao Shan

Autonomous Systems (AS) are increasingly proposed, or used, in Safety Critical (SC) applications. Many such systems make use of sophisticated sensor suites and processing to provide scene understanding which informs the AS' decision-making.…

Systems and Control · Electrical Eng. & Systems 2022-08-19 John Molloy , John McDermid

Extensive evaluation of perception systems is crucial for ensuring the safety of intelligent vehicles in complex driving scenarios. Conventional performance metrics such as precision, recall and the F1-score assess the overall detection…

Robotics · Computer Science 2025-12-18 Jörg Gamerdinger , Sven Teufel , Stephan Amann , Lukas Marc Listl , Oliver Bringmann

As autonomous vehicle technology advances, the precise assessment of safety in complex traffic scenarios becomes crucial, especially in mixed-vehicle environments where human perception of safety must be taken into account. This paper…

Robotics · Computer Science 2025-03-28 Enrico Del Re , Amirhesam Aghanouri , Cristina Olaverri-Monreal

Quantifying and encoding occupants' preferences as an objective function for the tactical decision making of autonomous vehicles is a challenging task. This paper presents a low-complexity approach for lane-change initiation and planning to…

Robotics · Computer Science 2020-07-30 Salar Arbabi , Shilp Dixit , Ziyao Zheng , David Oxtoby , Alexandros Mouzakitis , Saber Fallah

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

Autonomous driving has become one of the most popular research topics within Artificial Intelligence. An autonomous vehicle is understood as a system that combines perception, decision-making, planning, and control. All of those tasks…

Robotics · Computer Science 2023-06-01 Mariana Pinto , Inês Dutra , Joaquim Fonseca

The reliable operation of autonomous vehicles, automated driving functions, and advanced driver assistance systems across a wide range of relevant scenarios is critical for their development and deployment. Identifying a near-complete set…

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