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

被引:18
|
作者
Jeong, Darae [1 ]
Li, Yibao [2 ]
Lee, Heon Ju [3 ]
Lee, Sang Min [3 ]
Yang, Junxiang [1 ]
Park, Seungwoo [1 ]
Kim, Hyundong [1 ]
Choi, Yongho [1 ]
Kim, Junseok [1 ]
机构
[1] Korea Univ, Dept Math, Seoul 02841, South Korea
[2] Xi An Jiao Tong Univ, Sch Math & Stat, Xian 710049, Shaanxi, Peoples R China
[3] ROKIT Inc, Seoul 08512, South Korea
基金
新加坡国家研究基金会;
关键词
IMAGE SEGMENTATION; ACTIVE CONTOURS; MODEL;
D O I
10.1155/2018/7090186
中图分类号
T [工业技术];
学科分类号
08 ;
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.
引用
收藏
页数:9
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