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Vehicle-to-infrastructure (V2I) cooperative perception plays a crucial role in autonomous driving scenarios. Despite its potential to improve perception accuracy and robustness, the large amount of raw sensor data inevitably results in high…

信号处理 · 电气工程与系统科学 2024-07-31 Jiawei Shao , Teng Li , Jun Zhang

Perception systems of autonomous vehicles are susceptible to occlusion, especially when examined from a vehicle-centric perspective. Such occlusion can lead to overlooked object detections, e.g., larger vehicles such as trucks or buses may…

计算机视觉与模式识别 · 计算机科学 2025-12-19 Xiaofei Zhang , Yining Li , Jinping Wang , Xiangyi Qin , Ying Shen , Zhengping Fan , Xiaojun Tan

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…

Collaborative navigation becomes essential in situations of occluded scenarios in autonomous driving where independent driving policies are likely to lead to collisions. One promising approach to address this issue is through the use of…

机器人学 · 计算机科学 2024-12-12 Leandro Parada , Hanlin Tian , Jose Escribano , Panagiotis Angeloudis

As a pivotal technology for autonomous driving, collaborative perception enables vehicular agents to exchange perceptual data through vehicle-to-everything (V2X) communications, thereby enhancing perception accuracy of all collaborators.…

系统与控制 · 电气工程与系统科学 2025-09-23 Guowei Liu , Le Liang , Chongtao Guo , Hao Ye , Shi Jin

Vehicle-to-Everything (V2X) collaborative perception has recently gained significant attention due to its capability to enhance scene understanding by integrating information from various agents, e.g., vehicles, and infrastructure. However,…

计算机视觉与模式识别 · 计算机科学 2023-12-27 Li Xiang , Junbo Yin , Wei Li , Cheng-Zhong Xu , Ruigang Yang , Jianbing Shen

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

Connected Autonomous Vehicles have great potential to improve automobile safety and traffic flow, especially in cooperative applications where perception data is shared between vehicles. However, this cooperation must be secured from…

机器人学 · 计算机科学 2024-09-05 Edward Andert , Francis Mendoza , Hans Walter Behrens , Aviral Shrivastava

Infrastructure sensors installed at elevated positions offer a broader perception range and encounter fewer occlusions. Integrating both infrastructure and ego-vehicle data through V2X communication, known as vehicle-infrastructure…

机器人学 · 计算机科学 2024-08-21 Jiaru Zhong , Haibao Yu , Tianyi Zhu , Jiahui Xu , Wenxian Yang , Zaiqing Nie , Chao Sun

Cellular Vehicle-to-everything (C-V2X) communication has been proposed in the 3rd Generation Partnership Project release 14 standard to address the latency and reliability requirements of cooperative safety applications. Such applications…

网络与互联网体系结构 · 计算机科学 2019-06-26 Behrad Toghi , Md Saifuddin , Yaser P. Fallah , M. O. Mughal

The rapid growth of traffic-related fatalities and injuries around the world including developed countries has drawn researchers' attention for conducting research on automated highway systems to improve road safety over the past few years.…

计算机与社会 · 计算机科学 2018-05-03 Md Salman Ahmed , Mohammad A Hoque , Jackeline Rios-Torres , Asad Khattak

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

Cooperative perception among autonomous agents overcomes the limitations of single-agent sensing, but bandwidth constraints in vehicle-to-everything (V2X) networks require efficient communication policies. Existing approaches rely on…

多智能体系统 · 计算机科学 2026-03-24 Aayam Bansal , Ishaan Gangwani

Cooperative perception research is hindered by the limited availability of datasets that capture the complexity of real-world Vehicle-to-Everything (V2X) interactions, particularly under dynamic communication constraints. To address this…

计算机视觉与模式识别 · 计算机科学 2025-08-20 Yinsong Wang , Siwei Chen , Ziyi Song , Sheng Zhou

Autonomous systems, such as autonomous driving systems, evolve rapidly through frequent updates, risking unintended behavioral degradations. Effective system-level testing is challenging due to the vast scenario space, the absence of…

软件工程 · 计算机科学 2026-05-18 Hossein Yousefizadeh , Shenghui Gu , Lionel C. Briand , Ali Nasr

Autonomous driving and V2X technologies have developed rapidly in the past decade, leading to improved safety and efficiency in modern transportation. These systems interact with extensive networks of vehicles, roadside infrastructure, and…

密码学与安全 · 计算机科学 2025-08-27 Joshua Lee , Ali Arastehfard , Weiran Liu , Xuegang Ban , Yuan Hong

In this paper, we explore the use of vehicle-to-vehicle (V2V) communication to improve the perception and motion forecasting performance of self-driving vehicles. By intelligently aggregating the information received from multiple nearby…

计算机视觉与模式识别 · 计算机科学 2020-08-18 Tsun-Hsuan Wang , Sivabalan Manivasagam , Ming Liang , Bin Yang , Wenyuan Zeng , James Tu , Raquel Urtasun

Autonomous Driving Systems (ADSs) rely on Deep Neural Networks, allowing vehicles to navigate complex, open environments. However, the unpredictability of these scenarios highlights the need for rigorous system-level testing to ensure…

软件工程 · 计算机科学 2025-05-23 Hossein Yousefizadeh , Shenghui Gu , Lionel C. Briand , Ali Nasr

Cooperative perception, which has a broader perception field than single-vehicle perception, has played an increasingly important role in autonomous driving to conduct 3D object detection. Through vehicle-to-vehicle (V2V) communication…

信息论 · 计算机科学 2023-11-14 Yucheng Sheng , Hao Ye , Le Liang , Shi Jin , Geoffrey Ye Li

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