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The safety of autonomous vehicles (AV) has been a long-standing top concern, stemming from the absence of rare and safety-critical scenarios in the long-tail naturalistic driving distribution. To tackle this challenge, a surge of research…

Machine Learning · Computer Science 2024-08-14 Haoyi Niu , Yizhou Xu , Xingjian Jiang , Jianming Hu

The tuning of Advanced Driver Assistance Systems (ADAS) involves resolving trade-offs among several competing objectives, including operational safety, system responsiveness, energy usage, and passenger comfort. This work introduces a novel…

Neural and Evolutionary Computing · Computer Science 2026-02-18 Sanjai Pathak , Ashish Mani , Amlan Chatterjee

High-fidelity and controllable 3D simulation is essential for addressing the long-tail data scarcity in Autonomous Driving (AD), yet existing methods struggle to simultaneously achieve photorealistic rendering and interactive traffic…

Computer Vision and Pattern Recognition · Computer Science 2025-12-29 Zhiyuan Liu , Daocheng Fu , Pinlong Cai , Lening Wang , Ying Liu , Yilong Ren , Botian Shi , Jianqiang Wang

The rapid growth of ride-sharing services presents a promising solution to urban transportation challenges, such as congestion and carbon emissions. However, developing efficient operational strategies, such as pricing, matching, and fleet…

Systems and Control · Electrical Eng. & Systems 2025-05-26 Wang Chen , Hongzheng Shi , Jintao Ke

Autonomous driving has gained significant advancements in recent years. However, obtaining a robust control policy for driving remains challenging as it requires training data from a variety of scenarios, including rare situations (e.g.,…

Robotics · Computer Science 2019-07-23 Weizi Li , David Wolinski , Ming C. Lin

Software engineering practices for validating autonomous cyber-physical systems (e.g., Uncrewed Aerial Vehicles) remain fragmented across scenario design, simulation execution, and telemetry analysis, limiting traceability between…

Software Engineering · Computer Science 2026-04-14 Ankit Agrawal , Jithin Garapati , Bohan Zhang

Autism spectrum disorder(ASD) is a pervasive developmental disorder that significantly impacts the daily functioning and social participation of individuals. Despite the abundance of research focused on supporting the clinical diagnosis of…

Human-Computer Interaction · Computer Science 2024-10-11 Yi Jiang , Qingyang Shen , Shuzhong Lai , Shunyu Qi , Qian Zheng , Lin Yao , Yueming Wang , Gang Pan

There are many artificial intelligence algorithms for autonomous driving, but directly installing these algorithms on vehicles is unrealistic and expensive. At the same time, many of these algorithms need an environment to train and…

Robotics · Computer Science 2023-01-03 Wei Cao , Liguo Zhou , Yuhong Huang , Alois Knoll

Transforming sound insights into actionable streams of data, this abstract leverages findings from degree thesis research to enhance automotive system intelligence, enabling us to address road type [1].By extracting and interpreting…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-16 Renjith Rajagopal , Peter Winzell , Sladjana Strbac , Konstantin Lindström , Petter Hörling , Faisal Kohestani , Niloofar Mehrzad

AutoDRIVE is envisioned to be an integrated research and education platform for scaled autonomous vehicles and related applications. This work is a stepping-stone towards achieving the greater goal of realizing such a platform.…

Robotics · Computer Science 2023-05-16 Tanmay Vilas Samak , Chinmay Vilas Samak , Ming Xie

This paper frames recent publications from Waymo within the broader context of the safety readiness determination for an Automated Driving System (ADS). Starting from a brief overview of safety performance outcomes reported by Waymo (i.e.,…

Software Engineering · Computer Science 2023-06-28 Francesca M. Favaro , Trent Victor , Henning Hohnhold , Scott Schnelle

The field of autonomous driving has grown tremendously over the past few years, along with the rapid progress in sensor technology. One of the major purposes of using sensors is to provide environment perception for vehicle understanding,…

Robotics · Computer Science 2020-08-07 Zhi Yan , Li Sun , Tomas Krajnik , Yassine Ruichek

Autonomous off-road driving is challenging as risky actions taken by the robot may lead to catastrophic damage. As such, developing controllers in simulation is often desirable as it provides a safer and more economical alternative.…

Robotics · Computer Science 2023-10-16 Sean J. Wang , Honghao Zhu , Aaron M. Johnson

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

Integrating Unmanned Aerial Vehicles (UAVs) into future Intelligent Transportation Systems (ITSs) allows to exploit their unique mobility potentials for improving the performance of services such as near-field parcel delivery, dynamic…

Networking and Internet Architecture · Computer Science 2020-03-24 Benjamin Sliwa , Manuel Patchou , Karsten Heimann , Christian Wietfeld

Simulation is crucial in the development of autonomous driving software. In particular, assessing control algorithms requires an accurate vehicle dynamics simulation. However, recent publications use models with varying levels of detail.…

Robotics · Computer Science 2026-02-10 Simon Sagmeister , Panagiotis Kounatidis , Sven Goblirsch , Markus Lienkamp

Dynamic maps (DM) serve as the fundamental information infrastructure for vehicle-road-cloud (VRC) cooperative autonomous driving in China and Japan. By providing comprehensive traffic scene representations, DM overcome the limitations of…

Artificial Intelligence · Computer Science 2026-02-13 Lu Tao , Jinxuan Luo , Yousuke Watanabe , Zhengshu Zhou , Yuhuan Lu , Shen Ying , Pan Zhang , Fei Zhao , Hiroaki Takada

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

Effectively integrating Large Language Models (LLMs) into autonomous driving requires a balance between leveraging high-level reasoning and maintaining real-time efficiency. Existing approaches either activate LLMs too frequently, causing…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Ruifei Zhang , Junlin Xie , Wei Zhang , Weikai Chen , Xiao Tan , Xiang Wan , Guanbin Li

With growing complexity and responsibility of automated driving functions in road traffic and growing scope of their operational design domains, there is increasing demand for covering significant parts of development, validation, and…