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In the realm of autonomous driving, the development and integration of highly complex and heterogeneous systems are standard practice. Modern vehicles are not monolithic systems; instead, they are composed of diverse hardware components,…

Software Engineering · Computer Science 2024-11-25 Paolo Burgio , Angelo Ferrando , Marco Villani

Extensive testing is necessary to ensure the safety of autonomous driving modules. In addition to component tests, the safety assessment of individual modules also requires a holistic view at system level, which can be carried out…

Robotics · Computer Science 2024-02-20 Gemb Kaljavesi , Tobias Kerbl , Tobias Betz , Kirill Mitkovskii , Frank Diermeyer

With deep learning and computer vision technology development, autonomous driving provides new solutions to improve traffic safety and efficiency. The importance of building high-quality datasets is self-evident, especially with the rise of…

Computer Vision and Pattern Recognition · Computer Science 2024-02-07 Guohang Yan , Jiahao Pi , Jianfei Guo , Zhaotong Luo , Min Dou , Nianchen Deng , Qiusheng Huang , Daocheng Fu , Licheng Wen , Pinlong Cai , Xing Gao , Xinyu Cai , Bo Zhang , Xuemeng Yang , Yeqi Bai , Hongbin Zhou , Botian Shi

Modern-day autonomous vehicles are increasingly becoming complex multidisciplinary systems composed of mechanical, electrical, electronic, computing and information sub-systems. Furthermore, the individual constituent technologies employed…

Robotics · Computer Science 2024-10-22 Chinmay Vilas Samak , Tanmay Vilas Samak , Venkat Krovi

Control systems are at the core of every real-world robot. They are deployed in an ever-increasing number of applications, ranging from autonomous racing and search-and-rescue missions to industrial inspections and space exploration. To…

Robotics · Computer Science 2024-07-03 Yunlong Song , Davide Scaramuzza

The staggering growth of the number of vehicles worldwide has become a critical challenge resulting in tragic incidents, environment pollution, congestion, etc. Therefore, one of the promising approaches is to design a smart vehicular…

Signal Processing · Electrical Eng. & Systems 2020-07-28 Muhammad Asaad Cheema , Muhammad Karam Shehzad , Hassaan Khaliq Qureshi , Syed Ali Hassan , Haejoon Jung

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

The long-tail distribution of real driving data poses challenges for training and testing autonomous vehicles (AV), where rare yet crucial safety-critical scenarios are infrequent. And virtual simulation offers a low-cost and efficient…

Robotics · Computer Science 2024-06-07 Ziyuan Yang , Zhaoyang Li , Jianming Hu , Yi Zhang

Simulation is crucial in real-world robotics, offering safe, scalable, and efficient environments for developing applications, ranging from humanoid robots to autonomous vehicles and drones. While the Robot Operating System (ROS) has been…

Robotics · Computer Science 2026-01-13 Simon Sagmeister , Marcel Weinmann , Phillip Pitschi , Markus Lienkamp

Autonomous driving has made significant progress in both academia and industry, including performance improvements in perception task and the development of end-to-end autonomous driving systems. However, the safety and robustness…

Robotics · Computer Science 2025-04-08 Jingzheng Li , Xianglong Liu , Shikui Wei , Zhijun Chen , Bing Li , Qing Guo , Xianqi Yang , Yanjun Pu , Jiakai Wang

This paper presents a prototyping framework for distributed control of multi-robot systems, aimed at bridging theory and practical testing of distributed optimization algorithms. Using the Single Program, Multiple Data (SPMD) paradigm, the…

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 in an unregulated urban crowd is an outstanding challenge, especially, in the presence of many aggressive, high-speed traffic participants. This paper presents SUMMIT, a high-fidelity simulator that facilitates the…

Robotics · Computer Science 2020-11-12 Yuanfu Luo , Panpan Cai , Yiyuan Lee , David Hsu

We introduce CARLA, an open-source simulator for autonomous driving research. CARLA has been developed from the ground up to support development, training, and validation of autonomous urban driving systems. In addition to open-source code…

Machine Learning · Computer Science 2017-11-13 Alexey Dosovitskiy , German Ros , Felipe Codevilla , Antonio Lopez , Vladlen Koltun

Understanding how people view and interact with autonomous vehicles is important to guide future directions of research. One such way of aiding understanding is through simulations of virtual environments involving people and autonomous…

Robotics · Computer Science 2020-08-27 John Charlton , Luis Rene Montana Gonzalez , Steve Maddock , Paul Richmond

Communication between vehicles with varying degrees of automation is increasingly challenging as highly automated vehicles are unable to interpret the non-verbal signs of other road users. The lack of understanding on roads leads to lower…

Agent based distributed manufacturing control and scheduling systems are subsets of new manufacturing systems. Multi agent systems (MAS) not only drive design and engineering control solutions but also influence flexibility, agility, and…

Multiagent Systems · Computer Science 2016-04-05 Ali Vatankhah barenji , Amir Shaygan , Reza Vatankhah Barenji

While autonomous vehicle (AV) technology has shown substantial progress, we still lack tools for rigorous and scalable testing. Real-world testing, the $\textit{de-facto}$ evaluation method, is dangerous to the public. Moreover, due to the…

Machine Learning · Computer Science 2020-06-09 Justin Norden , Matthew O'Kelly , Aman Sinha

Although Cooperative Driving Automation (CDA) has attracted considerable attention in recent years, there remain numerous open challenges in this field. The gap between existing simulation platforms that mainly concentrate on single-vehicle…

Robotics · Computer Science 2021-08-16 Runsheng Xu , Yi Guo , Xu Han , Xin Xia , Hao Xiang , Jiaqi Ma

Autonomous racing demands safe control of vehicles at their physical limits for extended periods of time, providing insights into advanced vehicle safety systems which increasingly rely on intervention provided by vehicle autonomy.…

Robotics · Computer Science 2025-09-09 James Bockman , Matthew Howe , Adrian Orenstein , Feras Dayoub
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