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Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method

机译:使用相场方法从点云进行高效3D体积重建

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摘要

We propose an explicit hybrid numerical method for the efficient 3D volume reconstruction from unorganized point clouds using a phase-field method. The proposed three-dimensional volume reconstruction algorithm is based on the 3D binary image segmentation method. First, we define a narrow band domain embedding the unorganized point cloud and an edge indicating function. Second, we define a good initial phase-field function which speeds up the computation significantly. Third, we use a recently developed explicit hybrid numerical method for solving the three-dimensional image segmentation model to obtain efficient volume reconstruction from point cloud data. In order to demonstrate the practical applicability of the proposed method, we perform various numerical experiments.
机译:我们提出了一种显式混合数值方法,用于使用相场方法从无组织点云中高效进行3D体积重建。提出的三维体重建算法基于3D二值图像分割方法。首先,我们定义一个嵌入无组织点云和边缘指示功能的窄带域。其次,我们定义了一个很好的初始相场函数,该函数显着加快了计算速度。第三,我们使用最近开发的显式混合数值方法来求解三维图像分割模型,以便从点云数据获得有效的体积重建。为了证明该方法的实际适用性,我们进行了各种数值实验。

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  • 来源
    《Mathematical Problems in Engineering》 |2018年第2期|7090186.1-7090186.9|共9页
  • 作者单位

    Korea Univ, Dept Math, Seoul 02841, South Korea;

    Xi An Jiao Tong Univ, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R China;

    ROKIT Inc, Seoul 08512, South Korea;

    ROKIT Inc, Seoul 08512, South Korea;

    Korea Univ, Dept Math, Seoul 02841, South Korea;

    Korea Univ, Dept Math, Seoul 02841, South Korea;

    Korea Univ, Dept Math, Seoul 02841, South Korea;

    Korea Univ, Dept Math, Seoul 02841, South Korea;

    Korea Univ, Dept Math, Seoul 02841, South Korea;

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