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With the development of autonomous driving, the improvement of autonomous driving technology for individual vehicles has reached the bottleneck. The advancement of vehicle-road cooperation autonomous driving technology can expand the…

机器人学 · 计算机科学 2022-08-31 Songbin Chen

Collective Perception (CP) has emerged as a promising approach to overcome the limitations of individual perception in the context of autonomous driving. Various approaches have been proposed to realize collective perception; however, the…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Sven Teufel , Jörg Gamerdinger , Oliver Bringmann

Natural human interactions for Mixed Reality Applications are overwhelmingly multimodal: humans communicate intent and instructions via a combination of visual, aural and gestural cues. However, supporting low-latency and accurate…

Collaborative perception can substantially boost each agent's perception ability by facilitating communication among multiple agents. However, temporal asynchrony among agents is inevitable in the real world due to communication delays,…

计算机视觉与模式识别 · 计算机科学 2023-10-10 Sizhe Wei , Yuxi Wei , Yue Hu , Yifan Lu , Yiqi Zhong , Siheng Chen , Ya Zhang

Collective Perception will play a crucial role for ensuring vehicular safety in the near future, enabling the sharing of local perceived objects with other Intelligent Transport System Stations (ITS-Ss). However, at the beginning of the…

网络与互联网体系结构 · 计算机科学 2024-04-12 Vincent Albert Wolff , Edmir Xhoxhi , Felix Tautz

Cooperative perception presents significant potential for enhancing the sensing capabilities of individual vehicles, however, inter-agent latency remains a critical challenge. Latencies cause misalignments in both spatial and semantic…

计算机视觉与模式识别 · 计算机科学 2025-03-26 Zhiying Song , Lei Yang , Fuxi Wen , Jun Li

Cooperative perception through Vehicle-to-Everything (V2X) communication offers significant potential for enhancing vehicle perception by mitigating occlusions and expanding the field of view. However, past research has predominantly…

计算机视觉与模式识别 · 计算机科学 2025-09-05 Seth Z. Zhao , Huizhi Zhang , Zhaowei Li , Juntong Peng , Anthony Chui , Zewei Zhou , Zonglin Meng , Hao Xiang , Zhiyu Huang , Fujia Wang , Ran Tian , Chenfeng Xu , Bolei Zhou , Jiaqi Ma

Vehicle-to-Everything (V2X) collaborative perception extends sensing beyond single vehicle limits through transmission. However, as more agents participate, existing frameworks face two key challenges: (1) the participating agents are…

计算机视觉与模式识别 · 计算机科学 2025-11-14 Yueran Zhao , Zhang Zhang , Chao Sun , Tianze Wang , Chao Yue , Nuoran Li

Enabling humanoid robots to clean rooms has long been a pursued dream within humanoid research communities. However, many tasks require multi-humanoid collaboration, such as carrying large and heavy furniture together. Given the scarcity of…

机器人学 · 计算机科学 2024-10-31 Jiawei Gao , Ziqin Wang , Zeqi Xiao , Jingbo Wang , Tai Wang , Jinkun Cao , Xiaolin Hu , Si Liu , Jifeng Dai , Jiangmiao Pang

With recent breakthroughs in large language models (LLMs) for reasoning, planning, and complex task generation, artificial intelligence systems are transitioning from isolated single-agent architectures to multi-agent systems with…

人工智能 · 计算机科学 2026-02-17 Linlin Wang , Tianqing Zhu , Laiqiao Qin , Longxiang Gao , Wanlei Zhou

Communication could potentially be an effective way for multi-agent cooperation. However, information sharing among all agents or in predefined communication architectures that existing methods adopt can be problematic. When there is a…

人工智能 · 计算机科学 2018-11-26 Jiechuan Jiang , Zongqing Lu

This paper investigates a cooperative motion planning problem for large-scale connected autonomous vehicles (CAVs) under limited communications, which addresses the challenges of high communication and computing resource requirements. Our…

机器人学 · 计算机科学 2024-01-18 Haichao Liu , Zhenmin Huang , Zicheng Zhu , Yulin Li , Shaojie Shen , Jun Ma

In this paper, we study the framework of collaborative inference, or edge ensembles. This framework enables multiple edge devices to improve classification accuracy by exchanging intermediate features rather than raw observations. However,…

信息论 · 计算机科学 2025-10-03 Mateus P. Mota , Mattia Merluzzi , Emilio Calvanese Strinati

Collaborative perception integrates multi-agent perspectives to enhance the sensing range and overcome occlusion issues. While existing multimodal approaches leverage complementary sensors to improve performance, they are highly prone to…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Jiageng Wen , Shengjie Zhao , Bing Li , Jiafeng Huang , Kenan Ye , Hao Deng

Multiple-Input Multiple-Output (MIMO) systems are essential for wireless communications. Sinceclassical algorithms for symbol detection in MIMO setups require large computational resourcesor provide poor results, data-driven algorithms are…

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

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

Deep learning has been widely used in the perception (e.g., 3D object detection) of intelligent vehicle driving. Due to the beneficial Vehicle-to-Vehicle (V2V) communication, the deep learning based features from other agents can be shared…

计算机视觉与模式识别 · 计算机科学 2023-03-23 Jinlong Li , Runsheng Xu , Xinyu Liu , Jin Ma , Zicheng Chi , Jiaqi Ma , Hongkai Yu

Road intersections are widely recognized as a lead cause for accidents and traffic delays. In a future scenario with a significant adoption of Cooperative Autonomous Vehicles, solutions based on fully automatic, signage-less Intersection…

系统与控制 · 电气工程与系统科学 2021-04-09 Twan Keijzer , Fabian Jarmolowitz , Riccardo M. G. Ferrari

Cooperative perception (CP) is a key technology to facilitate consistent and accurate situational awareness for connected and autonomous vehicles (CAVs). To tackle the network resource inefficiency issue in traditional broadcast-based CP,…

网络与互联网体系结构 · 计算机科学 2024-01-19 Kaige Qu , Weihua Zhuang , Qiang Ye , Wen Wu , Xuemin Shen