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A Lightweight Surface Reconstruction Method for Online 3D Scanning Point Cloud Data Oriented toward 3D Printing

机译:面向3D打印的在线3D扫描点云数据的轻量级表面重建方法

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摘要

The existing surface reconstruction algorithms currently reconstruct large amounts of mesh data. Consequently, many of these algorithms cannot meet the efficiency requirements of real-time data transmission in a web environment. This paper proposes a lightweight surface reconstruction method for online 3D scanned point cloud data oriented toward 3D printing. The proposed online lightweight surface reconstruction algorithm is composed of a point cloud update algorithm (PCU), a rapid iterative closest point algorithm (RICP), and an improved Poisson surface reconstruction algorithm (IPSR). The generated lightweight point cloud data are pretreated using an updating and rapid registration method. The Poisson surface reconstruction is also accomplished by a pretreatment to recompute the point cloud normal vectors; this approach is based on a least squares method, and the postprocessing of the PDE patch generation was based on biharmonic-like fourth-order PDEs, which effectively reduces the amount of reconstructed mesh data and improves the efficiency of the algorithm. This method was verified using an online personalized customization system that was developed with WebGL and oriented toward 3D printing. The experimental results indicate that this method can generate a lightweight 3D scanning mesh rapidly and efficiently in a web environment.
机译:现有的表面重建算法当前重建大量的网格数据。因此,这些算法中的许多算法不能满足Web环境中实时数据传输的效率要求。本文针对面向3D打印的在线3D扫描点云数据提出了一种轻量级的表面重建方法。提出的在线轻量级曲面重构算法由点云更新算法(PCU),快速迭代最近点算法(RICP)和改进的泊松曲面重构算法(IPSR)组成。使用更新和快速注册方法对生成的轻量级点云数据进行预处理。泊松表面重构还可以通过预处理来重新计算点云法向矢量。该方法基于最小二乘法,PDE补丁生成的后处理基于类似双谐波的四阶PDE,有效减少了重构网格数据的数量,提高了算法的效率。该方法已使用由WebGL开发并面向3D打印的在线个性化定制系统进行了验证。实验结果表明,该方法可以在网络环境中快速有效地生成轻量级的3D扫描网格。

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  • 来源
    《Mathematical Problems in Engineering》 |2018年第6期|4673849.1-4673849.16|共16页
  • 作者单位

    Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China;

    Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China;

    Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China;

    Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China;

    Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China;

    Wuhan Univ Technol, Sch Mech & Elect Engn, Wuhan 430070, Hubei, Peoples R China;

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