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In this paper, we develop a control framework for the coordination of multiple robots as they navigate through crowded environments. Our framework comprises of a local model predictive control (MPC) for each robot and a social long…

Stand-alone perception systems in autonomous driving suffer from limited sensing ranges and occlusions at extended distances, potentially resulting in catastrophic outcomes. To address this issue, collaborative perception is envisioned to…

Machine Learning · Computer Science 2025-02-18 Yandi Liu , Guowei Liu , Le Liang , Hao Ye , Chongtao Guo , Shi Jin

Sensor fusion approaches for intelligent self-driving agents remain key to driving scene understanding given visual global contexts acquired from input sensors. Specifically, for the local waypoint prediction task, single-modality networks…

Robotics · Computer Science 2024-02-01 Hwan-Soo Choi , Jongoh Jeong , Young Hoo Cho , Kuk-Jin Yoon , Jong-Hwan Kim

Coalitional control is concerned with the management of multi-agent systems where cooperation cannot be taken for granted (due to, e.g., market competition, logistics). This paper proposes a model predictive control (MPC) framework aimed at…

Systems and Control · Electrical Eng. & Systems 2021-08-03 Filiberto Fele , Ezequiel Debada , José M. Maestre , Eduardo F. Camacho

Current autonomous driving systems are composed of a perception system and a decision system. Both of them are divided into multiple subsystems built up with lots of human heuristics. An end-to-end approach might clean up the system and…

Computer Vision and Pattern Recognition · Computer Science 2020-10-12 Jianyu Chen , Zhuo Xu , Masayoshi Tomizuka

Accurate environment perception is essential for automated vehicles. Since occlusions and inaccuracies regularly occur, the exchange and combination of perception data of multiple vehicles seems promising. This paper describes a method to…

Signal Processing · Electrical Eng. & Systems 2020-05-06 Bastian Lampe , Raphael van Kempen , Timo Woopen , Alexandru Kampmann , Bassam Alrifaee , Lutz Eckstein

Multi-agent collaborative perception (MCP) has recently attracted much attention. It includes three key processes: communication for sharing, collaboration for integration, and reconstruction for different downstream tasks. Existing methods…

Computer Vision and Pattern Recognition · Computer Science 2023-03-23 Tianhang Wang , Guang Chen , Kai Chen , Zhengfa Liu , Bo Zhang , Alois Knoll , Changjun Jiang

Cooperative driving is a safety- and efficiency-critical task that requires the coordination of diverse, interaction-realistic multi-agent trajectories. Although existing diffusion-based methods can capture multimodal behaviors from…

Robotics · Computer Science 2026-05-12 Haojie Bai , Aimin Li , Ruoyu Yao , Xiongwei Zhao , Tingting Zhang , Xing Zhang , Lin Gao , and Jun Ma

Collaborative perception enhances sensing in multirobot and vehicular networks by fusing information from multiple agents, improving perception accuracy and sensing range. However, mobility and non-rigid sensor mounts introduce extrinsic…

Networking and Internet Architecture · Computer Science 2025-05-01 Zhengru Fang , Jingjing Wang , Yanan Ma , Yihang Tao , Yiqin Deng , Xianhao Chen , Yuguang Fang

Safe autonomous driving requires robust detection of other traffic participants. However, robust does not mean perfect, and safe systems typically minimize missed detections at the expense of a higher false positive rate. This results in…

Computer Vision and Pattern Recognition · Computer Science 2020-09-01 Andreas Bühler , Adrien Gaidon , Andrei Cramariuc , Rares Ambrus , Guy Rosman , Wolfram Burgard

We propose a novel and pragmatic framework for traffic scene perception with roadside cameras. The proposed framework covers a full-stack of roadside perception pipeline for infrastructure-assisted autonomous driving, including object…

Computer Vision and Pattern Recognition · Computer Science 2022-06-22 Zhengxia Zou , Rusheng Zhang , Shengyin Shen , Gaurav Pandey , Punarjay Chakravarty , Armin Parchami , Henry X. Liu

This work proposes provably-correct self-organizing strategies for platoons of heterogeneous vehicles. We refer to self-organization as the capability of a platoon to autonomously homogenize to a common group behavior. We show that…

Systems and Control · Electrical Eng. & Systems 2024-02-26 Di Liu , Sebastian Mair , Kang Yang , Simone Baldi , Paolo Frasca , Matthias Althoff

Multi-agent collaborative perception (CP) is a promising paradigm for improving autonomous driving safety, particularly for vulnerable road users like pedestrians, via robust 3D perception. However, existing CP approaches often optimize for…

Computer Vision and Pattern Recognition · Computer Science 2025-12-23 Dereje Shenkut , Vijayakumar Bhagavatula

Traditional manual driving and single-vehicle-based intelligent driving have limitations in real-time and accurate acquisition of the current driving status and intentions of surrounding vehicles, leading to vehicles typically maintaining…

Computers and Society · Computer Science 2025-03-18 Tao Li , Xiang Dong , Junfeng Hao , Ping Yin , Xiaoxue Xu , Maokai Lai , Yuan Li , Ting Peng

With the rapid growth of sensor technology, smartphone sensing has become an effective approach to improve the quality of smartphone applications. However, due to time-varying wireless channels and lack of incentives for the users to…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-02 Boya Di , Tianyu Wang , Lingyang Song , Zhu Han

Automated vehicles (AVs) face a critical need to adopt socially compatible behaviors and cooperate effectively with human-driven vehicles (HVs) in heterogeneous traffic environment. However, most existing lane-changing frameworks overlook…

Robotics · Computer Science 2025-07-15 Jie Pan , Tianyi Wang , Yangyang Wang , Junfeng Jiao , Christian Claudel

Device-to-Device (D2D) communications, which allow direct communication among mobile devices, have been proposed as an enabler of local services in 3GPP LTE-Advanced (LTE-A) cellular networks. This work investigates a hierarchical LTE-A…

Networking and Internet Architecture · Computer Science 2015-01-06 Xiao Lu , Ping Wang , Dusit Niyato

When uncertainty is high, self-driving vehicles may halt for safety and benefit from the access to remote human operators who can provide high-level guidance. This paradigm, known as {shared autonomy}, enables autonomous vehicle and remote…

In the near future, the development of autonomous driving will get more complex as the vehicles will not only rely on their own sensors but also communicate with other vehicles and the infrastructure to cooperate and improve the driving…

Robotics · Computer Science 2022-07-13 Harun Teper , Anggera Bayuwindra , Raphael Riebl , Ricardo Severino , Jian-Jia Chen , Kuan-Hsun Chen

Collaborative perception (CP) enables connected and autonomous vehicles to share sensor data and jointly reason about their environment. To defend against adversaries that fabricate or manipulate shared data, existing systems employ…

Cryptography and Security · Computer Science 2026-05-22 Yutong Liu , Chenyi Wang , Ming F. Li , Qingzhao Zhang