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The use of autonomous vehicles (AVs) is a promising technology in Intelligent Transportation Systems (ITSs) to improve safety and driving efficiency. Vehicle-to-everything (V2X) technology enables communication among vehicles and other…

Machine Learning · Computer Science 2022-10-06 Li Yang , Abdallah Moubayed , Ismail Hamieh , Abdallah Shami

Future Connected and Automated Vehicles (CAV), and more generally ITS, will form a highly interconnected system. Such a paradigm is referred to as the Internet of Vehicles (herein Internet of CAVs) and is a prerequisite to orchestrate…

Machine Learning · Computer Science 2022-09-05 Xiaoyang Wang , Ioannis Mavromatis , Andrea Tassi , Raul Santos-Rodriguez , Robert J. Piechocki

Autonomous driving needs various line-of-sight sensors to perceive surroundings that could be impaired under diverse environment uncertainties such as visual occlusion and extreme weather. To improve driving safety, we explore to wirelessly…

Networking and Internet Architecture · Computer Science 2020-12-21 Qiang Liu , Tao Han , Jiang , Xie , BaekGyu Kim

The advent of autonomous vehicles has heralded a transformative era in transportation, reshaping the landscape of mobility through cutting-edge technologies. Central to this evolution is the integration of Artificial Intelligence (AI) and…

Machine Learning · Computer Science 2024-02-29 Divya Garikapati , Sneha Sudhir Shetiya

This paper proposes a specialized autonomous driving system that takes into account the unique constraints and characteristics of automotive systems, aiming for innovative advancements in autonomous driving technology. The proposed system…

Robotics · Computer Science 2023-12-18 Eunbin Seo , Gwanjun Shin , Eunho Lee

This paper describes the envisioned interactions between the information and communication technology and aerospace industries to serve autonomous devices for next generation aerial parcel delivery networks. The autonomous features of fleet…

Networking and Internet Architecture · Computer Science 2021-06-07 Gunes Karabulut Kurt , Halim Yanikomeroglu

Vehicular cloud computing has emerged as a promising paradigm for realizing user requirements in computation-intensive tasks in modern driving environments. In this paper, a novel framework of multi-task offloading over vehicular clouds…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-16 Minghui Liwang , Zhibin Gao , Seyyedali Hosseinalipour , Huaiyu Dai

As autonomous vehicles edge closer to widespread adoption, enhancing road safety through collision avoidance and minimization of collateral damage becomes imperative. Vehicle-to-everything (V2X) technologies, which include…

Autonomous Vehicles (AVs) collect and pseudo-label terabytes of multi-modal data localized to HD maps during normal fleet testing. However, identifying interesting and safety-critical scenarios from uncurated driving logs remains a…

Computer Vision and Pattern Recognition · Computer Science 2025-12-30 Cainan Davidson , Deva Ramanan , Neehar Peri

Visual autoregressive modeling (VAR) via next-scale prediction has emerged as a scalable image generation paradigm. While Key and Value (KV) caching in large language models (LLMs) has been extensively studied, next-scale prediction…

Computer Vision and Pattern Recognition · Computer Science 2025-11-21 Boxun Xu , Yu Wang , Zihu Wang , Peng Li

Currently, most existing approaches for the design of Automated Driving System (ADS) scenarios focus on the description at one particular abstraction level typically the most detailed one. This practice often removes information at higher…

Software Engineering · Computer Science 2021-09-14 Stefan Klikovits , Paolo Arcaini

Artificial intelligence (AI) models are becoming key components in an autonomous vehicle (AV), especially in handling complicated perception tasks. However, closing the loop through AI-based feedback may pose significant risks on…

Systems and Control · Electrical Eng. & Systems 2025-09-16 Tao Yan , Zheyu Zhang , Jingjing Jiang , Wen-Hua Chen

The cornerstone of autonomous vehicles (AV) is a solid perception system, where camera encoders play a crucial role. Existing works usually leverage pre-trained Convolutional Neural Networks (CNN) or Vision Transformers (ViTs) designed for…

Computer Vision and Pattern Recognition · Computer Science 2024-07-11 Barath Lakshmanan , Joshua Chen , Shiyi Lan , Maying Shen , Zhiding Yu , Jose M. Alvarez

Growing interest in autonomous driving (AD) and intelligent vehicles (IVs) is fueled by their promise for enhanced safety, efficiency, and economic benefits. While previous surveys have captured progress in this field, a comprehensive and…

Robotics · Computer Science 2023-06-12 Long Chen , Siyu Teng , Bai Li , Xiaoxiang Na , Yuchen Li , Zixuan Li , Jinjun Wang , Dongpu Cao , Nanning Zheng , Fei-Yue Wang

The autonomous vehicle industry is rapidly expanding, requiring significant computational resources for tasks like perception and decision-making. Vehicular edge computing has emerged to meet this need, utilizing roadside computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-01 Suvarthi Sarkar , Abinash Kumar Ray , Aryabartta Sahu

In this article, we investigate the cost-effective 5G-enabled vehicular networks to support emerging vehicular applications, such as autonomous driving, in-car infotainment and location-based road services. To this end, self-sustaining…

Networking and Internet Architecture · Computer Science 2017-09-07 Shan Zhang , Ning Zhang , Xiaojie Fang , Peng Yang , Xuemin , Shen

Connected autonomous vehicles (CAVs) promise to enhance safety, efficiency, and sustainability in urban transportation. However, this is contingent upon a CAV correctly predicting the motion of surrounding agents and planning its own motion…

Robotics · Computer Science 2023-09-15 Jiankai Sun , Shreyas Kousik , David Fridovich-Keil , Mac Schwager

Vehicles generate a large amount of data from their internal sensors. This data is not only useful for a vehicle's proper operation, but it provides car manufacturers with the ability to optimize performance of individual vehicles and…

Networking and Internet Architecture · Computer Science 2020-07-21 Niloofar Yazdani , Lars Nielsen , Daniel E. Lucani

Autonomous vehicles (AVs) have the potential to significantly revolutionize society by providing a secure and efficient mode of transportation. Recent years have witnessed notable advancements in autonomous driving perception and…

Machine Learning · Computer Science 2023-11-27 Di Chen , Meixin Zhu , Hao Yang , Xuesong Wang , Yinhai Wang

Fleets of networked autonomous vehicles (AVs) collect terabytes of sensory data, which is often transmitted to central servers (the ''cloud'') for training machine learning (ML) models. Ideally, these fleets should upload all their data,…

Artificial Intelligence · Computer Science 2023-03-08 Oguzhan Akcin , Po-han Li , Shubhankar Agarwal , Sandeep Chinchali