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In a level-5 autonomous driving system, the autonomous driving vehicles (AVs) are expected to sense the surroundings via analyzing a large amount of data captured by a variety of onboard sensors in near-real-time. As a result, enormous…

Networking and Internet Architecture · Computer Science 2020-12-15 Bo Yang , Xuelin Cao , Kai Xiong , Chau Yuen , Yong Liang Guan , Supeng Leng , Lijun Qian , Zhu Han

We present AutoOED, an Optimal Experiment Design platform powered with automated machine learning to accelerate the discovery of optimal solutions. The platform solves multi-objective optimization problems in time- and data-efficient manner…

Artificial Intelligence · Computer Science 2021-04-14 Yunsheng Tian , Mina Konaković Luković , Timothy Erps , Michael Foshey , Wojciech Matusik

In this article, we report on the design and evaluation of an external human-machine interface (eHMI) for a real autonomous vehicle (AV), developed to operate as a shared transport pod in a pedestrianized urban space. We present insights…

Human-Computer Interaction · Computer Science 2024-06-19 Marius Hoggenmueller , Martin Tomitsch , Stewart Worrall

Connected and autonomous vehicles (CAVs) are promising due to their potential safety and efficiency benefits and have attracted massive investment and interest from government agencies, industry, and academia. With more computing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-03 Liangkai Liu , Shaoshan Liu , Weisong Shi

Efficient scalability of automated driving (AD) is key to reducing costs, enhancing safety, conserving resources, and maximizing impact. However, research focuses on specific vehicles and context, while broad deployment requires scalability…

Computers and Society · Computer Science 2025-07-25 Lars Ullrich , Michael Buchholz , Jonathan Petit , Klaus Dietmayer , Knut Graichen

The rapid growth of electric vehicles (EVs) has promised a next-generation transportation system with reduced carbon emission. The fast development of EVs and charging facilities is driving the evolution of Internet of Vehicles (IoV) to…

Systems and Control · Electrical Eng. & Systems 2022-03-01 Xiaoying Tang , Chenxi Sun , Suzhi Bi , Shuoyao Wang , Angela Yingjun Zhang

Modern perception systems of autonomous vehicles are known to be sensitive to occlusions and lack the capability of long perceiving range. It has been one of the key bottlenecks that prevents Level 5 autonomy. Recent research has…

Computer Vision and Pattern Recognition · Computer Science 2023-03-21 Runsheng Xu , Xin Xia , Jinlong Li , Hanzhao Li , Shuo Zhang , Zhengzhong Tu , Zonglin Meng , Hao Xiang , Xiaoyu Dong , Rui Song , Hongkai Yu , Bolei Zhou , Jiaqi Ma

Scalable and reproducible policy evaluation has been a long-standing challenge in robot learning. Evaluations are critical to assess progress and build better policies, but evaluation in the real world, especially at a scale that would…

Robotics · Computer Science 2025-04-04 Zhiyuan Zhou , Pranav Atreya , You Liang Tan , Karl Pertsch , Sergey Levine

Motivated by the rapid development of autonomous vehicle technology, this work focuses on the challenges of introducing them in ride-hailing platforms with conventional strategic human drivers. We consider a ride-hailing platform that…

Computer Science and Game Theory · Computer Science 2024-06-28 Shuqin Gao , Xinyuan Wu , Antonis Dimakis , Costas Courcoubetis

While Unmanned Aerial Vehicles (UAVs) are increasingly deployed in several missions, their inability of reliable and consistent autonomous landing poses a major setback for deploying such systems truly autonomously. In this paper we present…

Robotics · Computer Science 2022-10-18 Michalis Piponidis , Panayiotis Aristodemou , Theocharis Theocharides

The use of Micro Aerial Vehicles (MAVs) for inspection and surveillance missions has proved to be extremely useful, however, their usability is negatively impacted by the large power requirements and the limited operating time. This work…

Robotics · Computer Science 2023-06-26 Teodoro Dias , Meysam Basiri

The implementation of connected and automated vehicle (CAV) technologies enables a novel computational framework to deliver real-time control actions that optimize travel time, energy, and safety. Hardware is an integral part of any…

Multiagent Systems · Computer Science 2020-07-16 Logan E. Beaver , Behdad Chalaki , AM Ishtiaque Mahbub , Liuhui Zhao , Ray Zayas , Andreas A. Malikopoulos

The tremendous excitement around the deployment of autonomous vehicles (AVs) comes from their purported promise. In addition to decreasing accidents, AVs are projected to usher in a new era of equity in human autonomy by providing…

Computers and Society · Computer Science 2022-08-04 A. Feder Cooper , Karen Levy

Autonomous driving is of great interest in both research and industry. The high cost has been one of the major roadblocks that slow down the development and adoption of autonomous driving in practice. This paper, for the first-time, shows…

Robotics · Computer Science 2021-10-14 Hsin-Hsuan Sung , Yuanchao Xu , Jiexiong Guan , Wei Niu , Shaoshan Liu , Bin Ren , Yanzhi Wang , Xipeng Shen

Autonomous vehicle platforms of varying spatial scales are employed within the research and development spectrum based on space, safety and monetary constraints. However, deploying and validating autonomy algorithms across varying…

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

Efficient trajectory planning for urban intersections is currently one of the most challenging tasks for an Autonomous Vehicle (AV). Courteous behavior towards other traffic participants, the AV's comfort and its progression in the…

Robotics · Computer Science 2020-10-08 Oliver Speidel , Maximilian Graf , Ankit Kaushik , Thanh Phan-Huu , Andreas Wedel , Klaus Dietmayer

Autonomous vehicle (AV) technology is rapidly becoming a reality on U.S. roads, offering the promise of improvements in traffic management, safety, and the comfort and efficiency of vehicular travel. With this increasing popularity and…

Signal Processing · Electrical Eng. & Systems 2019-08-15 Saurabh Jha , Subho S. Banerjee , James Cyriac , Zbigniew T. Kalbarczyk , Ravishankar K. Iyer

In autonomous driving, there has been an explosion in the use of deep neural networks for perception, prediction and planning tasks. As autonomous vehicles (AVs) move closer to production, multi-modal sensor inputs and heterogeneous vehicle…

Computer Vision and Pattern Recognition · Computer Science 2021-12-02 Sammy Sidhu , Linda Wang , Tayyab Naseer , Ashish Malhotra , Jay Chia , Aayush Ahuja , Ella Rasmussen , Qiangui Huang , Ray Gao

Testing autonomous driving algorithms on real autonomous vehicles is extremely costly and many researchers and developers in the field cannot afford a real car and the corresponding sensors. Although several free and open-source autonomous…

Autonomous Vehicles (AVs) are increasingly embraced around the world to advance smart mobility and more broadly, smart, and sustainable cities. Algorithms form the basis of decision-making in AVs, allowing them to perform driving tasks…

Computers and Society · Computer Science 2019-10-30 Hazel Si Min Lim , Araz Taeihagh
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