Structured light-based 3D reconstruction in the radiation environment based on multi-frame iterative filtering and image feature-based point cloud registration

IF 2.6 3区 工程技术 Q1 NUCLEAR SCIENCE & TECHNOLOGY
Minglei Zhu , Dawei Gong , Yuyang Zhao , Jiaoyuan Chen , Shijie Song
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引用次数: 0

Abstract

In this paper, a novel 3D reconstruction method is proposed for radiation environments based on structured light technology. Firstly, throughout the principles of structured light-based 3D reconstruction, we see that the primary sources of error in radiation environments are the impacts of radiation noise and point-cloud registration errors. Then, considering the random nature of radiation noise, this paper proposes a multiframe iterative image-filtering algorithm that effectively and quickly removes radiation noise while preserving the phase information of the structured light. Additionally, a point-cloud initial registration method based on image features is introduced, which reduces the time required for initial matching and ensures accuracy. 3D reconstruction experiments were conducted at radiation dose rates of 60 Gy/h and 100 Gy/h. The results demonstrate that the proposed method maintains high modeling accuracy even in high-radiation environments, validating the reliability of the approach.
基于多帧迭代滤波和图像特征点云配准的辐射环境下基于结构光的三维重建
本文提出了一种基于结构光技术的辐射环境三维重建方法。首先,纵观基于结构光的三维重建原理,我们发现辐射环境中的主要误差来源是辐射噪声和点云配准误差的影响。然后,考虑到辐射噪声的随机性,提出了一种多帧迭代图像滤波算法,在保留结构光相位信息的同时,有效快速地去除辐射噪声。此外,提出了一种基于图像特征的点云初始配准方法,减少了初始匹配所需的时间,保证了匹配精度。在60 Gy/h和100 Gy/h辐射剂量率下进行三维重建实验。结果表明,该方法在高辐射环境下仍能保持较高的建模精度,验证了该方法的可靠性。
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来源期刊
Nuclear Engineering and Technology
Nuclear Engineering and Technology 工程技术-核科学技术
CiteScore
4.80
自引率
7.40%
发文量
431
审稿时长
3.5 months
期刊介绍: Nuclear Engineering and Technology (NET), an international journal of the Korean Nuclear Society (KNS), publishes peer-reviewed papers on original research, ideas and developments in all areas of the field of nuclear science and technology. NET bimonthly publishes original articles, reviews, and technical notes. The journal is listed in the Science Citation Index Expanded (SCIE) of Thomson Reuters. NET covers all fields for peaceful utilization of nuclear energy and radiation as follows: 1) Reactor Physics 2) Thermal Hydraulics 3) Nuclear Safety 4) Nuclear I&C 5) Nuclear Physics, Fusion, and Laser Technology 6) Nuclear Fuel Cycle and Radioactive Waste Management 7) Nuclear Fuel and Reactor Materials 8) Radiation Application 9) Radiation Protection 10) Nuclear Structural Analysis and Plant Management & Maintenance 11) Nuclear Policy, Economics, and Human Resource Development
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