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

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 domai...

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Main Authors: Darae Jeong, Yibao Li, Heon Ju Lee, Sang Min Lee, Junxiang Yang, Seungwoo Park, Hyundong Kim, Yongho Choi, Junseok Kim
Format: Article
Language:English
Published: Hindawi Limited 2018-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2018/7090186
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spelling doaj-febec2519472455ea05cf4e9289625ec2020-11-24T22:20:02ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472018-01-01201810.1155/2018/70901867090186Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field MethodDarae Jeong0Yibao Li1Heon Ju Lee2Sang Min Lee3Junxiang Yang4Seungwoo Park5Hyundong Kim6Yongho Choi7Junseok Kim8Department of Mathematics, Korea University, Seoul 02841, Republic of KoreaSchool of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an 710049, ChinaROKIT Inc., Seoul 08512, Republic of KoreaROKIT Inc., Seoul 08512, Republic of KoreaDepartment of Mathematics, Korea University, Seoul 02841, Republic of KoreaDepartment of Mathematics, Korea University, Seoul 02841, Republic of KoreaDepartment of Mathematics, Korea University, Seoul 02841, Republic of KoreaDepartment of Mathematics, Korea University, Seoul 02841, Republic of KoreaDepartment of Mathematics, Korea University, Seoul 02841, Republic of KoreaWe 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.http://dx.doi.org/10.1155/2018/7090186
collection DOAJ
language English
format Article
sources DOAJ
author Darae Jeong
Yibao Li
Heon Ju Lee
Sang Min Lee
Junxiang Yang
Seungwoo Park
Hyundong Kim
Yongho Choi
Junseok Kim
spellingShingle Darae Jeong
Yibao Li
Heon Ju Lee
Sang Min Lee
Junxiang Yang
Seungwoo Park
Hyundong Kim
Yongho Choi
Junseok Kim
Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method
Mathematical Problems in Engineering
author_facet Darae Jeong
Yibao Li
Heon Ju Lee
Sang Min Lee
Junxiang Yang
Seungwoo Park
Hyundong Kim
Yongho Choi
Junseok Kim
author_sort Darae Jeong
title Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method
title_short Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method
title_full Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method
title_fullStr Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method
title_full_unstemmed Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method
title_sort efficient 3d volume reconstruction from a point cloud using a phase-field method
publisher Hindawi Limited
series Mathematical Problems in Engineering
issn 1024-123X
1563-5147
publishDate 2018-01-01
description 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.
url http://dx.doi.org/10.1155/2018/7090186
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