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Cooperative perception offers several benefits for enhancing the capabilities of autonomous vehicles and improving road safety. Using roadside sensors in addition to onboard sensors increases reliability and extends the sensor range.…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Walter Zimmer , Gerhard Arya Wardana , Suren Sritharan , Xingcheng Zhou , Rui Song , Alois C. Knoll

This paper offers a technique for estimating collision risk for automated ground vehicles engaged in cooperative sensing. The technique allows quantification of (i) risk reduced due to cooperation, and (ii) the increased accuracy of risk…

机器人学 · 计算机科学 2020-04-23 Daniel LaChapelle , Todd Humphreys , Lakshay Narula , Peter Iannucci , Ehsan Moradi-Pari

To maintain high perception performance among connected and autonomous vehicles (CAVs), in this paper, we propose an accuracy-aware and resource-efficient raw-level cooperative sensing and computing scheme among CAVs and road-side…

网络与互联网体系结构 · 计算机科学 2024-03-26 Xuehan Ye , Kaige Qu , Weihua Zhuang , Xuemin Shen

Perceiving the complex driving environment precisely is crucial to the safe operation of autonomous vehicles. With the tremendous advancement of deep learning and communication technology, Vehicle-to-Everything (V2X) collaboration has the…

软件工程 · 计算机科学 2024-08-30 An Guo , Xinyu Gao , Zhenyu Chen , Yuan Xiao , Jiakai Liu , Xiuting Ge , Weisong Sun , Chunrong Fang

Collaborative perception is essential to address occlusion and sensor failure issues in autonomous driving. In recent years, theoretical and experimental investigations of novel works for collaborative perception have increased…

计算机视觉与模式识别 · 计算机科学 2023-09-14 Yushan Han , Hui Zhang , Huifang Li , Yi Jin , Congyan Lang , Yidong Li

Cooperative perception plays a vital role in extending a vehicle's sensing range beyond its line-of-sight. However, exchanging raw sensory data under limited communication resources is infeasible. Towards enabling an efficient cooperative…

机器学习 · 计算机科学 2021-11-19 Mohamed K. Abdel-Aziz , Cristina Perfecto , Sumudu Samarakoon , Mehdi Bennis , Walid Saad

Collaborative perception enables vehicles to overcome individual perception limitations by sharing information, allowing them to see further and through occlusions. In real-world scenarios, models on different vehicles are often…

计算机视觉与模式识别 · 计算机科学 2025-09-12 Hao Si , Ehsan Javanmardi , Manabu Tsukada

Cooperative autonomous driving, which extends vehicle autonomy by enabling real-time collaboration between vehicles and smart roadside infrastructure, remains a challenging yet essential problem. However, none of the existing testbeds…

机器人学 · 计算机科学 2025-11-17 Hyunchul Bae , Eunjae Lee , Jehyeop Han , Minhee Kang , Jaehyeon Kim , Junggeun Seo , Minkyun Noh , Heejin Ahn

Anomaly detection is a critical requirement for ensuring safety in autonomous driving. In this work, we leverage Cooperative Perception to share information across nearby vehicles, enabling more accurate identification and consensus of…

多智能体系统 · 计算机科学 2025-01-30 Ashish Bastola , Hao Wang , Abolfazl Razi

Inter-vehicle communication for autonomous vehicles (AVs) stands to provide significant benefits in terms of perception robustness. We propose a novel approach for AVs to communicate perceptual observations, tempered by trust modelling of…

多智能体系统 · 计算机科学 2019-09-18 Braden Hurl , Robin Cohen , Krzysztof Czarnecki , Steven Waslander

Collaborative perception in automated vehicles leverages the exchange of information between agents, aiming to elevate perception results. Previous camera-based collaborative 3D perception methods typically employ 3D bounding boxes or…

计算机视觉与模式识别 · 计算机科学 2024-04-26 Rui Song , Chenwei Liang , Hu Cao , Zhiran Yan , Walter Zimmer , Markus Gross , Andreas Festag , Alois Knoll

Cooperative autonomous driving plays a pivotal role in improving road capacity and safety within intelligent transportation systems, particularly through the deployment of autonomous vehicles on urban streets. By enabling vehicle-to-vehicle…

机器人学 · 计算机科学 2023-12-13 Ahmed Abdelrahman , Omar M. Shehata , Yarah Basyoni , Elsayed I. Morgan

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…

计算机视觉与模式识别 · 计算机科学 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

This paper investigates the impact of cooperative perception on autonomous driving decision making on urban roads. The extended perception range contributed by the cooperative perception can be properly leveraged to address the implicit…

机器人学 · 计算机科学 2024-09-04 Wei Liu

Cooperative perception is challenging for safety-critical autonomous driving applications.The errors in the shared position and pose cause an inaccurate relative transform estimation and disrupt the robust mapping of the Ego vehicle. We…

多智能体系统 · 计算机科学 2023-04-27 Zhiying Song , Fuxi Wen , Hailiang Zhang , Jun Li

Infrastructure-to-Vehicle (I2V) and Vehicle-to-Infrastructure (V2I) communication is likely to be a key-enabling technology for automated driving in the future. Using externally placed sensors, the digital infrastructure can support the…

3D object detection plays a fundamental role in enabling autonomous driving, which is regarded as the significant key to unlocking the bottleneck of contemporary transportation systems from the perspectives of safety, mobility, and…

计算机视觉与模式识别 · 计算机科学 2023-02-08 Zhengwei Bai , Guoyuan Wu , Matthew J. Barth , Yongkang Liu , Emrah Akin Sisbot , Kentaro Oguchi

Cooperative perception, offering a wider field of view than standalone perception, is becoming increasingly crucial in autonomous driving. This perception is enabled through vehicle-to-vehicle (V2V) communication, allowing connected…

信息论 · 计算机科学 2024-09-17 Yucheng Sheng , Le Liang , Hao Ye , Shi Jin , Geoffrey Ye Li

Roadside Collaborative Perception refers to a system where multiple roadside units collaborate to pool their perceptual data, assisting vehicles in enhancing their environmental awareness. Existing roadside perception methods concentrate on…

计算机视觉与模式识别 · 计算机科学 2025-08-01 Yuwen Du , Anning Hu , Zichen Chao , Yifan Lu , Junhao Ge , Genjia Liu , Weitao Wu , Lanjun Wang , Siheng Chen

Collaborative perception has been proven to improve individual perception in autonomous driving through multi-agent interaction. Nevertheless, most methods often assume identical encoders for all agents, which does not hold true when these…

计算机视觉与模式识别 · 计算机科学 2025-10-20 Yushan Han , Hui Zhang , Honglei Zhang , Chuntao Ding , Yuanzhouhan Cao , Yidong Li