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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

The automotive industry is experiencing a transition from assisted to highly automated driving. New concepts for validation of Automated Driving System (ADS) include amongst other a shift from a "technology based" approach to a "scenario…

Software Engineering · Computer Science 2023-02-02 Ilona Cieslik , Víctor J. Expósito Jiménez , Helmut Martin , Heiko Scharke , Hannes Schneider

Autonomous systems are becoming increasingly prevalent in new vehicles. Due to their environmental friendliness and their remarkable capability to significantly enhance road safety, these vehicles have gained widespread recognition and…

Robotics · Computer Science 2025-07-04 Reem Alhabib , Poonam Yadav

Due to the growing awareness of driving safety and the development of sophisticated technologies, advanced driving assistance system (ADAS) has been equipped in more and more vehicles with higher accuracy and lower price. The latest…

Artificial Intelligence · Computer Science 2021-06-24 Xinran Li , Kuo-Yi Lin , Min Meng , Xiuxian Li , Li Li , Yiguang Hong , Jie Chen

Autonomous driving systems (ADSs) promise improved transportation efficiency and safety, yet ensuring their reliability in complex real-world environments remains a critical challenge. Effective testing is essential to validate ADS…

Computers and Society · Computer Science 2025-12-16 Yihan Liao , Jingyu Zhang , Jacky Keung , Yan Xiao , Yurou Dai

Advanced Driver Assistance Systems (ADAS) enhance highway safety by improving environmental perception and reducing human errors. However, misconceptions, trust issues, and knowledge gaps hinder widespread adoption. This study examines…

Machine Learning · Computer Science 2025-02-25 Hannah Musau , Nana Kankam Gyimah , Judith Mwakalonge , Gurcan Comert , Saidi Siuhi

Automated Driving Systems (ADS) have made great achievements in recent years thanks to the efforts from both academia and industry. A typical ADS is composed of multiple modules, including sensing, perception, planning, and control, which…

Software Engineering · Computer Science 2023-01-18 Shuncheng Tang , Zhenya Zhang , Yi Zhang , Jixiang Zhou , Yan Guo , Shuang Liu , Shengjian Guo , Yan-Fu Li , Lei Ma , Yinxing Xue , Yang Liu

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

Drivers are becoming increasingly reliant on advanced driver assistance systems (ADAS) as autonomous driving technology becomes more popular and developed with advanced safety features to enhance road safety. However, the increasing…

Cryptography and Security · Computer Science 2025-06-23 Cheng Chen , Grant Xiao , Daehyun Lee , Lishan Yang , Evgenia Smirni , Homa Alemzadeh , Xugui Zhou

Automated driving systems (ADSs) promise a safe, comfortable and efficient driving experience. However, fatalities involving vehicles equipped with ADSs are on the rise. The full potential of ADSs cannot be realized unless the robustness of…

Robotics · Computer Science 2020-04-06 Ekim Yurtsever , Jacob Lambert , Alexander Carballo , Kazuya Takeda

Automated Driving Systems (ADSs) have seen rapid progress in recent years. To ensure the safety and reliability of these systems, extensive testings are being conducted before their future mass deployment. Testing the system on the road is…

Software Engineering · Computer Science 2021-12-03 Ziyuan Zhong , Yun Tang , Yuan Zhou , Vania de Oliveira Neves , Yang Liu , Baishakhi Ray

As the development of autonomous driving (AD) and advanced driver assistance systems (ADAS) progresses, the relevance of the comfort of users is gaining increasing interest. It becomes significant to test and validate perceived comfort…

Human-Computer Interaction · Computer Science 2022-08-24 Felix Bognar , Markus Oster , Herman Van der Auweraer , Tong Duy Son

Automated Driving Systems (ADS) hold great potential to increase safety, mobility, and equity. However, without public acceptance, none of these promises can be fulfilled. To engender public trust, many entities in the ADS community…

Computers and Society · Computer Science 2023-07-03 Scott Schnelle , Francesca M. Favaro

Automated Driving Systems (ADSs) are being manufactured at an accelerated rate, leading to improvements in traffic safety, reduced energy consumption, pollution, and congestion. ADS relies on various data streams from onboard sensors,…

Networking and Internet Architecture · Computer Science 2023-11-27 André Budel , Reem Alhabib , Mark Nicholson , Poonam Yadav

Pedestrian fatalities continue to rise in the United States, driven by factors such as human distraction, increased vehicle size, and complex traffic environments. Advanced Driver Assistance Systems (ADAS) offer a promising avenue for…

Computers and Society · Computer Science 2025-09-03 Methusela Sulle , Judith Mwakalonge , Gurcan Comert , Saidi Siuhi , Nana Kankam Gyimah

Advanced driver assistance systems (ADAS) often rely on deep neural networks to interpret driving images and support vehicle control. Although reliable under nominal conditions, these systems remain vulnerable to input variations and…

Software Engineering · Computer Science 2026-03-26 Hannes Leonhard , Stefano Carlo Lambertenghi , Andrea Stocco

To build a smarter and safer city, a secure, efficient, and sustainable transportation system is a key requirement. The autonomous driving system (ADS) plays an important role in the development of smart transportation and is considered one…

Computer Vision and Pattern Recognition · Computer Science 2024-09-25 Abu Shad Ahammed , Md Shahi Amran Hossain , Roman Obermaisser

Advanced driver assistance systems (ADAS) are designed to improve vehicle safety. However, it is difficult to achieve such benefits without understanding the causes and limitations of the current ADAS and their possible solutions. This…

Computation and Language · Computer Science 2022-08-02 Jackie Ayoub , Zifei Wang , Meitang Li , Huizhong Guo , Rini Sherony , Shan Bao , Feng Zhou

A growing number of vehicles are being transformed into semi-autonomous vehicles (Level 2 autonomy) by relying on advanced driver assistance systems (ADAS) to improve the driving experience. However, the increasing complexity and…

Software Engineering · Computer Science 2022-07-06 Xugui Zhou , Anna Schmedding , Haotian Ren , Lishan Yang , Philip Schowitz , Evgenia Smirni , Homa Alemzadeh

Simulation systems have become an essential component in the development and validation of autonomous driving technologies. The prevailing state-of-the-art approach for simulation is to use game engines or high-fidelity computer graphics…

Computer Vision and Pattern Recognition · Computer Science 2020-10-30 Wei Li , Chengwei Pan , Rong Zhang , Jiaping Ren , Yuexin Ma , Jin Fang , Feilong Yan , Qichuan Geng , Xinyu Huang , Huajun Gong , Weiwei Xu , Guoping Wang , Dinesh Manocha , Ruigang Yang
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