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Quantum Transduction: Enabling Quantum Networking 量子转导:实现量子网络
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-11-10 DOI: 10.1109/COMST.2025.3631150
Marcello Caleffi;Laura d’Avossa;Xu Han;Angela Sara Cacciapuoti
The complementary features of different qubit platforms for computing and communicating impose an intrinsic hardware heterogeneity in any quantum network, where nodes, while processing and storing quantum information, must also communicate through quantum links. Indeed, one of the most promising hardware platforms at quantum node scale for scalable and fast quantum computing is the superconducting technology, which operates at microwave frequencies. Whereas, for communicating at distances of practical interest beyond few meters, quantum links should operate at optical frequencies. Therefore, to allow the interaction between superconducting and photonic technologies, a quantum interface, known as quantum transducer, able to convert one type of qubit to another is required. This paper aims to provide a tutorial treatise on the fundamental research challenges of quantum transduction. The tutorial is structured around a communications engineering framework, thereby shedding light on its fundamental role in quantum network design and deployment—a perspective often overlooked in existing literature. This framework allows us to categorize different transduction modalities and to reveal an unorthodox one where the transducer itself can act as an entanglement source. From this standpoint, it is possible to conceive different source-destination link archetypes, where transduction plays a crucial role in the communication performances. The analysis also translates the quantum transduction process into a proper functional block within a new communication system model for a quantum network.
用于计算和通信的不同量子比特平台的互补特性在任何量子网络中都施加了固有的硬件异质性,其中节点在处理和存储量子信息的同时,也必须通过量子链路进行通信。事实上,在量子节点规模上,用于可扩展和快速量子计算的最有前途的硬件平台之一是超导技术,它在微波频率下工作。然而,对于实际距离超过几米的通信,量子链路应该在光学频率下工作。因此,为了实现超导和光子技术之间的相互作用,需要一种能够将一种量子比特转换为另一种量子比特的量子接口,即量子换能器。本文旨在就量子转导的基础研究挑战提供一篇指导论文。本教程围绕通信工程框架构建,从而阐明其在量子网络设计和部署中的基本作用——这是现有文献中经常忽视的一个观点。这个框架允许我们对不同的转导模式进行分类,并揭示一个非正统的转导模式,其中换能器本身可以作为纠缠源。从这个角度来看,可以设想不同的源-目的链路原型,其中转导在通信性能中起着至关重要的作用。该分析还将量子转导过程转化为量子网络新通信系统模型中的适当功能块。
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引用次数: 0
Collaborative Sensing and Communication for Intelligent Connected Vehicles: A Comprehensive Survey 智能网联汽车的协同传感与通信:综合调查
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-10-28 DOI: 10.1109/COMST.2025.3626504
Bingyi Liu;Haiyong Shi;Dongyao Jia;Enshu Wang;Weizhen Han;Keqin Zhong;Libing Wu;Shanzhi Chen;Chunming Qiao;Jianping Wang
Intelligent Connected Vehicles (ICVs) enable collaborative perception by integrating sensing and communication modules, which are critical for addressing safety challenges in autonomous driving and modern transportation systems. While prior studies have explored collaborative perception, there remains a lack of comprehensive reviews from the perspective of both sensing and communication, especially in relation to the practical needs of the Internet of Vehicles (IoVs). This paper focuses on the integration of sensing and communication within collaborative perception systems, offering a detailed examination of perception mechanisms, collaboration strategies, and applications in the context of IoVs. Specifically, we begin by introducing commonly used sensing and communication technologies in automotive network applications. We then systematically discuss the fundamental components of a collaborative perception system, including sensor data processing, collaboration mechanisms, and the assessment of perception quality. Next, we address the challenges associated with sensing, collaboration, and security in perception systems, and explore potential solutions. Additionally, we review specific perception applications and discuss methods for evaluating algorithm performance using existing tools, as well as global practices in collaborative perception. Finally, we identify several open research issues and propose directions for future studies to advance the field.
智能网联汽车(icv)通过集成传感和通信模块实现协同感知,这对于解决自动驾驶和现代交通系统中的安全挑战至关重要。虽然先前的研究已经探索了协作感知,但仍然缺乏从传感和通信的角度进行全面的审查,特别是与车联网(IoVs)的实际需求有关。本文重点研究了协作感知系统中传感和通信的集成,详细介绍了感知机制、协作策略和在iov背景下的应用。具体来说,我们首先介绍汽车网络应用中常用的传感和通信技术。然后,我们系统地讨论了协作感知系统的基本组成部分,包括传感器数据处理、协作机制和感知质量评估。接下来,我们将讨论感知系统中与传感、协作和安全相关的挑战,并探索潜在的解决方案。此外,我们回顾了具体的感知应用,并讨论了使用现有工具评估算法性能的方法,以及协作感知中的全球实践。最后,我们确定了几个开放的研究问题,并提出了未来研究的方向,以推动该领域的发展。
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引用次数: 0
Editorial Fifth Bi-Monthly 2025 IEEE Communications Surveys and Tutorials 编辑第五双月刊2025 IEEE通信调查和教程
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-10-17 DOI: 10.1109/COMST.2025.3614928
Trung Q. Duong
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引用次数: 0
Navigating the Dual-Use Nature and Security Implications of Reconfigurable Intelligent Surfaces in Next-Generation Wireless Systems 导航下一代无线系统中可重构智能表面的双重用途性质和安全含义
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-10-15 DOI: 10.1109/COMST.2025.3621610
Hetong Wang;Tiejun Lv;Yashuai Cao;Weicai Li;Jie Zeng;Pingmu Huang;Muhammad Khurram Khan
Reconfigurable intelligent surface (RIS) technology offers significant promise in enhancing wireless communication systems, but its dual-use potential also introduces substantial security risks. This survey explores the security implications of RIS in next-generation wireless networks. We first highlight the dual-use nature of RIS, demonstrating how its communication-enhancing capabilities can be exploited by adversaries to compromise legitimate users. We identify a new class of security vulnerabilities termed “passive-active hybrid attacks,” where RIS, despite passively handling signals, can be reconfigured to actively engage in malicious activities, enabling various RIS-assisted attacks, such as eavesdropping, man-in-the-middle (MITM), replay, reflection jamming, and side-channel attacks. Furthermore, we reveal how adversaries can exploit the openness of wireless channels to introduce adversarial perturbations in artificial intelligence-driven RIS networks, disrupting communication terminals and causing misclassifications or errors in RIS reflection predictions. Despite these risks, RIS technology also plays a critical role in enhancing security and privacy across radio frequency (RF) and visible light communication (VLC) systems. By synthesizing current insights and highlighting emerging threats, we provide actionable insights into cross-layer collaboration, advanced adversarial defenses, and the balance between security and cost. This survey provides a comprehensive overview of RIS technology’s security landscape and underscores the urgent need for robust security frameworks in the development of future wireless systems.
可重构智能表面(RIS)技术为增强无线通信系统提供了巨大的希望,但其双重用途的潜力也带来了巨大的安全风险。本调查探讨了RIS在下一代无线网络中的安全含义。我们首先强调RIS的双重用途性质,展示其通信增强功能如何被对手利用来危害合法用户。我们确定了一类新的安全漏洞,称为“被动-主动混合攻击”,其中RIS尽管被动处理信号,但可以重新配置为主动参与恶意活动,从而实现各种RIS辅助攻击,例如窃听,中间人(MITM),重播,反射干扰和侧信道攻击。此外,我们揭示了攻击者如何利用无线信道的开放性在人工智能驱动的RIS网络中引入对抗性扰动,破坏通信终端并导致RIS反射预测中的错误分类或错误。尽管存在这些风险,RIS技术在增强射频(RF)和可见光通信(VLC)系统的安全性和隐私性方面也发挥着关键作用。通过综合当前的见解和突出新出现的威胁,我们为跨层协作、先进的对抗性防御以及安全和成本之间的平衡提供可操作的见解。该调查提供了RIS技术安全前景的全面概述,并强调了在未来无线系统发展中对强大安全框架的迫切需求。
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引用次数: 0
A Survey on Reliability Evaluation of Optical Networks 光网络可靠性评估研究综述
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-10-14 DOI: 10.1109/COMST.2025.3621165
Chenyu Zhao;Xin Li;Shubo Qi;Zhiyong Zhao;Kezhi Qiao;Daixuan Li;Yu Liu;Jingjie Xin;Lu Zhang;Shanguo Huang
In the past decade, rapid advancements in communication technology have fundamentally transformed methods of connection and communication in the digital age. Optical networks have emerged as indispensable communication infrastructures due to their high per-channel transmission rates, massive aggregate capacity enabled by multiplexing technologies, and excellent resistance to electromagnetic interference. The enormous transmission capacity of optical networks has greatly facilitated the development of various businesses and applications. Therefore, ensuring the reliable operation of optical networks is crucial. One of the key conditions for ensuring the reliable operation of optical networks is the ability to accurately measure or evaluate their reliability. There are many methods for the evaluation of optical network reliability. Each method has its applicable scope, advantages, and limitations. However, with the continuous development of new technologies like 6G, reliability evaluation will face higher demands and more complex scenarios. Currently, there is no comprehensive systematic literature survey on the existing optical network reliability evaluation methods. Hence, the research focuses on evaluation methods for optical network reliability. Several essential concepts in evaluating optical network reliability are clarified, factors affecting its reliability are summarized, evaluation metrics are analyzed, and evaluation methods are reviewed. Then, methods to enhance the reliability of optical networks are outlined, and the trade-offs between cost/energy consumption and reliability are discussed. Finally, some significant future challenges are described, and corresponding open research topics are proposed. This survey provides valuable references for designing more reliable optical networks or developing highly reliable operation and maintenance strategies.
在过去的十年中,通信技术的快速发展从根本上改变了数字时代的连接和通信方式。光网络已成为不可或缺的通信基础设施,因为它具有高的每通道传输速率,通过多路复用技术实现的巨大聚合容量,以及出色的抗电磁干扰能力。光网络巨大的传输能力极大地促进了各种业务和应用的发展。因此,确保光网络的可靠运行至关重要。确保光网络可靠运行的关键条件之一是能够准确地测量或评估其可靠性。光网络可靠性的评估方法有很多。每种方法都有其适用范围、优点和局限性。然而,随着6G等新技术的不断发展,可靠性评估将面临更高的要求和更复杂的场景。目前,还没有对现有光网络可靠性评估方法进行全面系统的文献综述。因此,光网络可靠性的评估方法成为研究的重点。阐述了光网络可靠性评估的几个基本概念,总结了影响光网络可靠性的因素,分析了光网络可靠性评估指标,综述了光网络可靠性评估方法。然后,概述了提高光网络可靠性的方法,并讨论了成本/能耗与可靠性之间的权衡。最后,对未来面临的重大挑战进行了描述,并提出了相应的开放性研究课题。这为设计更可靠的光网络或制定高可靠的运维策略提供了有价值的参考。
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引用次数: 0
Decision-Making Large Language Model for Wireless Communication: A Comprehensive Survey on Key Techniques 无线通信决策大语言模型:关键技术综述
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-09-25 DOI: 10.1109/COMST.2025.3614494
Ning Yang;Mingrui Fan;Wentao Wang;Haijun Zhang
Future 6G wireless systems will feature massive connectivity, complex tasks, limited resources, and heterogeneous architectures, posing significant challenges to decision-making regarding accuracy, generalization, and collaboration. Although large language models (LLMs) have demonstrated impressive capabilities in natural language processing and reasoning tasks, their application in wireless communication remains at a fragmented and exploratory stage. Given the potential of LLMs, this work provides a comprehensive overview of LLM-enabled decision-making. Firstly, in response to the lack of supervised annotations in communication scenarios, we summarize currently available open-source communication datasets and further explore LLM-based methods for data generation and augmentation, addressing a key gap in prior reviews on training data. We then analyze the evolution of LLM architectures for communication tasks, focusing on optimizations within the transformer architecture and emerging alternatives such as state space models and neuro-symbolic hybrid architectures. The discussion emphasizes their adaptability to challenges like dynamic channel modeling and edge deployment, providing a structural-level reference for selecting models in practical applications. Moreover, the paper provides a comprehensive analysis of the core techniques for decision-making. Unlike prior works that organize discussions around specific communication task types, we structure the reasoning process into five key dimensions: prompt learning, chain of thought reasoning, inference mechanisms, decision frameworks, and multi-agent coordination. This forms a task-adaptive decision-making pipeline aligned with the unique requirements of communication systems. Finally, we discuss deployment challenges and future directions, offering theoretical insights and practical guidance for the integration of LLMs into next-generation communication decision systems.
未来的6G无线系统将以大规模连接、复杂任务、有限资源和异构架构为特征,对准确性、泛化和协作方面的决策提出重大挑战。尽管大型语言模型(llm)在自然语言处理和推理任务中表现出了令人印象深刻的能力,但它们在无线通信中的应用仍然处于分散和探索阶段。鉴于法学硕士的潜力,这项工作提供了法学硕士支持决策的全面概述。首先,针对通信场景中缺乏监督注释的问题,我们总结了目前可用的开源通信数据集,并进一步探索了基于llm的数据生成和增强方法,解决了之前对训练数据的审查中的一个关键空白。然后,我们分析了用于通信任务的LLM体系结构的演变,重点关注变压器体系结构和新兴替代方案(如状态空间模型和神经符号混合体系结构)中的优化。讨论强调了它们对动态通道建模和边缘部署等挑战的适应性,为实际应用中选择模型提供了结构级参考。并对决策的核心技术进行了全面分析。与先前围绕特定沟通任务类型组织讨论的工作不同,我们将推理过程构建为五个关键维度:提示学习、思维链推理、推理机制、决策框架和多智能体协调。这形成了一个与通信系统的独特需求相一致的任务自适应决策管道。最后,我们讨论了部署挑战和未来方向,为llm集成到下一代通信决策系统提供了理论见解和实践指导。
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引用次数: 0
Quantum Machine Learning for 6G Space–Air–Ground Integrated Networks: A Comprehensive Tutorial and Survey 6G天空地集成网络的量子机器学习:综合教程与综述
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-09-16 DOI: 10.1109/COMST.2025.3610357
Sheikh Salman Hassan;Latif U. Khan;Yu Min Park;Mohsen Guizani;Zhu Han;Tharmalingam Ratnarajah;Choong Seon Hong
Space-air-ground integrated networks (SAGINs) are emerging as a fundamental architecture for 6G systems to enable massive connectivity, novel applications, extreme data rates, ultra-low latency, and multi-dimensional networking. The complex nature of SAGINs has driven researchers to explore classical machine learning (CML) as a powerful tool for modeling and optimizing these multi-layer networks. Although CML offers many benefits, it will suffer from exponential complexity for SAGIN design, mainly due to high-dimensional data and problem spaces. Therefore, the NP-hard problems are challenging for CML to enable SAGINs efficiently. To address this critical challenge, we present a comprehensive survey examining the integration of quantum ML (QML) with SAGINs. We systematically evaluate quantum-enhanced SAGIN technologies through detailed performance metrics and create a new classification system for hybrid network architectures. We thoroughly examine key integration strategies and analyze major technical challenges, which include how quantum states degrade in space, how to distribute resources optimally, and how to develop security protocols. We show how QML can solve the growing complexity of 6G networks by improving network capacity, intelligence, and security. The research also creates a comprehensive framework for quantum-enhanced SAGINs that researchers and industry professionals can use as a guide when developing next-generation communication systems. Our findings examine the transformative potential of QML in reshaping global communications infrastructure, which presents a structured approach to navigating the intricate challenges of advanced networking technologies and also provides a critical pathway for addressing the exponentially growing computational demands of future communication ecosystems.
空间-空地集成网络(SAGINs)正在成为6G系统的基本架构,以实现大规模连接、新颖应用、极端数据速率、超低延迟和多维网络。SAGINs的复杂性促使研究人员探索经典机器学习(CML)作为建模和优化这些多层网络的强大工具。尽管CML提供了许多好处,但对于SAGIN设计来说,它将受到指数级复杂性的影响,这主要是由于高维数据和问题空间。因此,NP-hard问题是CML有效实现SAGINs的挑战。为了解决这一关键挑战,我们提出了一项全面的调查,研究量子机器学习(QML)与SAGINs的集成。我们通过详细的性能指标系统地评估了量子增强SAGIN技术,并为混合网络架构创建了一个新的分类系统。我们深入研究了关键的集成策略,并分析了主要的技术挑战,包括量子态如何在空间中退化,如何优化分配资源,以及如何开发安全协议。我们将展示QML如何通过提高网络容量、智能和安全性来解决6G网络日益复杂的问题。该研究还为量子增强型SAGINs创建了一个全面的框架,研究人员和行业专业人士可以在开发下一代通信系统时将其作为指导。我们的研究结果考察了QML在重塑全球通信基础设施方面的变革潜力,它提供了一种结构化的方法来应对先进网络技术的复杂挑战,也为解决未来通信生态系统指数级增长的计算需求提供了一条关键途径。
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引用次数: 0
A Tutorial on Six-Dimensional Movable Antenna for 6G Networks: Synergizing Positionable and Rotatable Antennas 6G网络六维可移动天线教程:可定位和可旋转天线的协同
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-08-26 DOI: 10.1109/COMST.2025.3602939
Xiaodan Shao;Weidong Mei;Changsheng You;Qingqing Wu;Beixiong Zheng;Cheng-Xiang Wang;Junling Li;Rui Zhang;Robert Schober;Lipeng Zhu;Weihua Zhuang;Xuemin Shen
Six-dimensional movable antenna (6DMA) is a new and revolutionary technique that fully exploits the wireless channel spatial variations at the transmitter/receiver by flexibly adjusting the three-dimensional (3D) positions and/or 3D rotations of antennas/antenna surfaces (sub-arrays), thereby improving the performance of wireless networks cost-effectively without the need to deploy additional antennas. It is thus expected that the integration of new 6DMAs into future sixth-generation (6G) wireless networks will fundamentally enhance antenna agility and adaptability, and introduce new degrees of freedom (DoFs) for system design. Despite its great potential, 6DMA faces new challenges to be efficiently implemented in wireless networks, including corresponding architectures, antenna position and rotation optimization, channel estimation, and system design from both communication and sensing perspectives. In this paper, we provide a tutorial on 6DMA-enhanced wireless networks to address the above issues by unveiling associated new channel models, hardware implementations and practical position/rotation constraints, as well as various appealing applications in wireless networks. Moreover, we discuss two special cases of 6DMA, namely, rotatable 6DMA with fixed antenna position and positionable 6DMA with fixed antenna rotation, and highlight their respective design challenges and applications. We further present prototypes developed for 6DMA-enhanced communication along with experimental results obtained with these prototypes. Finally, we outline promising directions for further investigation.
六维移动天线(6DMA)是一项革命性的新技术,它通过灵活调整天线/天线表面(子阵列)的三维位置和/或三维旋转,充分利用发射机/接收机的无线信道空间变化,从而在不需要部署额外天线的情况下经济有效地提高无线网络的性能。因此,预计将新的6dma集成到未来的第六代(6G)无线网络将从根本上增强天线的敏捷性和适应性,并为系统设计引入新的自由度(dof)。尽管具有巨大的潜力,但6DMA在无线网络中高效实现面临着新的挑战,包括相应的架构、天线位置和旋转优化、信道估计以及从通信和传感角度进行的系统设计。在本文中,我们提供了一个关于6dma增强无线网络的教程,通过揭示相关的新信道模型,硬件实现和实际位置/旋转约束,以及无线网络中的各种吸引人的应用,来解决上述问题。此外,我们还讨论了6DMA的两种特殊情况,即天线位置固定的可旋转6DMA和天线位置固定的可定位6DMA,并重点介绍了它们各自的设计挑战和应用。我们进一步介绍了为6dma增强通信开发的原型以及这些原型获得的实验结果。最后,我们概述了未来研究的前景。
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引用次数: 0
Gravitational Communication: Fundamentals, State-of-the-Art, and Future Vision 引力通信:基础、最新技术和未来愿景
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-08-21 DOI: 10.1109/COMST.2025.3601088
Houtianfu Wang;Ozgur B. Akan
This paper provides a comprehensive overview of fundamentals and the latest research progress in gravitational communication, with a detailed historical review of gravitational wave generation and detection. Key aspects covered include the evolution of detection sensitivity and generation methods, modulation techniques, and gravitational communication channel. While gravitational wave communication holds promise for overcoming limitations in traditional electromagnetic communication, significant challenges remain, particularly in wave generation and detection. The paper also explores various modulation techniques and examines environmental influences on gravitational wave transmission. A comparative discussion is provided between gravitational and classical communication modalities—including electromagnetic, quantum, particle, acoustic, and optical communications—highlighting the strengths and limitations of each. Furthermore, potential application and future vision for gravitational communication are also envisioned. Finally, Potential research directions to bridge the gap between theoretical and practical applications of gravitational wave communication are investigated.
本文全面介绍了引力波通信的基本原理和最新研究进展,并对引力波的产生和探测进行了详细的历史回顾。主要内容包括探测灵敏度和产生方法的演变、调制技术和重力通信信道。虽然引力波通信有望克服传统电磁通信的局限性,但仍然存在重大挑战,特别是在波的产生和探测方面。本文还探讨了各种调制技术,并分析了环境对引力波传输的影响。在引力和经典通信模式(包括电磁、量子、粒子、声学和光通信)之间进行了比较讨论,突出了各自的优势和局限性。展望了引力通信技术的应用前景和未来发展前景。最后,探讨了引力波通信理论与实际应用之间的潜在研究方向。
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引用次数: 0
Radar and Camera Fusion for Object Detection and Tracking: A Comprehensive Survey 雷达与相机融合用于目标检测与跟踪:综合综述
IF 34.4 1区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2025-08-18 DOI: 10.1109/COMST.2025.3599596
Kun Shi;Shibo He;Zhenyu Shi;Anjun Chen;Zehui Xiong;Jiming Chen;Jun Luo
Multi-modal fusion is imperative to the implementation of reliable object detection and tracking in complex environments. Exploiting the synergy of heterogeneous modal information endows perception systems the ability to achieve more comprehensive, robust, and accurate performance. As a nucleus concern in wireless-vision collaboration, radar-camera fusion has prompted prospective research directions owing to its extensive applicability, complementarity, and compatibility. Nonetheless, there still lacks a systematic survey specifically focusing on deep fusion of radar and camera for object detection and tracking. To fill this void, we embark on an endeavor to comprehensively review radar-camera fusion in a holistic way. First, we elaborate on the fundamental principles, methodologies, and applications of radar-camera fusion perception. Next, we delve into the key techniques concerning sensor calibration, modal representation, data alignment, and fusion operation. Furthermore, we provide a detailed taxonomy covering the research topics related to object detection and tracking in the context of radar and camera technologies. Finally, we discuss the emerging perspectives in the field of radar-camera fusion perception and highlight the potential areas for future research.
多模态融合是在复杂环境中实现可靠的目标检测和跟踪的必要条件。利用异构模态信息的协同作用赋予感知系统实现更全面、健壮和准确性能的能力。雷达-相机融合作为无线视觉协作的核心问题,由于其广泛的适用性、互补性和兼容性,已成为未来研究的热点。然而,目前还缺乏专门针对雷达与相机深度融合进行目标检测与跟踪的系统研究。为了填补这一空白,我们开始努力以整体的方式全面审查雷达-相机融合。首先,我们详细阐述了雷达-相机融合感知的基本原理、方法和应用。接下来,我们深入研究了传感器校准、模态表示、数据对齐和融合操作等关键技术。此外,我们还提供了一个详细的分类,涵盖了雷达和相机技术背景下与目标检测和跟踪相关的研究主题。最后,我们讨论了雷达-相机融合感知领域的新兴观点,并强调了未来研究的潜在领域。
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