基于RGB/RGB-D的6D物体位姿估计综述
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河南理工大学

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TP391.4

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A Survey of 6D Object Pose Estimation Based on RGB/RGB-D
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Henan Polytechnic University

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    摘要:

    6D物体位姿估计是计算机视觉和机器人领域的重要研究方向,在工业自动化、机器人抓取和增强现实等场景中具有广泛应用。针对近年来6D物体位姿估计研究的快速发展,对相关研究进展进行了系统综述。首先,从方法建模角度出发,将现有方法划分为传统方法和深度学习方法,并进一步将深度学习方法细分为两阶段方法和单阶段方法,对各类方法的基本思想、关键技术及特点进行了分析比较。其次,总结了当前研究中常用的公开数据集与评价指标,包括ADD、ADD-S、VSD和AR等,并对代表性算法在公开数据集上的性能进行了整理分析。在此基础上,对不同方法在复杂场景、遮挡环境及实时性方面的表现进行了讨论。最后,结合工业自动化和机器人操作等实际应用需求,对6D物体位姿估计面临的挑战及未来研究方向进行了总结与展望。本文的综述可为相关研究人员理解该领域发展脉络以及工程应用中的方法选型提供参考。

    Abstract:

    6D object pose estimation is an important research topic in computer vision and robotics, and has been widely applied in industrial automation, robotic manipulation, and augmented reality. In view of the rapid development of 6D object pose estimation in recent years, this paper presents a systematic survey of related research progress. First, existing methods are categorized into traditional methods and deep learning-based methods. The deep learning approaches are further divided into two-stage methods and single-stage methods. The basic ideas, key techniques, and characteristics of these methods are analyzed and compared. Then, commonly used public datasets and evaluation metrics, including ADD, ADD-S, VSD, and AR, are summarized. The performance of representative algorithms on public datasets is also reviewed and analyzed. Based on these analyses, the performance of different methods under complex scenarios, occlusion conditions, and real-time requirements is discussed. Finally, considering practical application demands such as industrial automation and robotic manipulation, the challenges and future research directions of 6D object pose estimation are summarized and discussed. This survey aims to provide a comprehensive reference for researchers and practitioners in understanding the development of this field and selecting appropriate methods for practical applications.

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蒋建锋,宋远大,高保彬. 基于RGB/RGB-D的6D物体位姿估计综述[J]. 科学技术与工程, , ():

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  • 收稿日期:2026-03-13
  • 最后修改日期:2026-07-07
  • 录用日期:2026-08-01
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