Three-dimensional volume reconstruction from multi-slice data using a shape transformation

被引:11
作者
Kim, Hyundong [1 ]
Lee, Chaeyoung [1 ]
Kwak, Soobin [1 ]
Hwang, Youngjin [1 ]
Kim, Sangkwon [1 ]
Choi, Yongho [2 ]
Kim, Junseok [1 ]
机构
[1] Korea Univ, Dept Math, Seoul 02841, South Korea
[2] Daegu Univ, Dept Math & Big Data, Gyongsan 38453, Gyeongsangbuk D, South Korea
基金
新加坡国家研究基金会;
关键词
Volume reconstruction; Finite difference method; Shape transformation; Phase-field model; SURFACE RECONSTRUCTION; REAL-TIME;
D O I
10.1016/j.camwa.2022.03.018
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We present a computational method for the 3D volume reconstruction from cross-sectional data. The proposed method is based on the Allen-Cahn (AC) equation with a source term. The source term is related to shape transformation from a source object to a target object. Using the operator splitting method, the governing equation is solved by splitting it into three steps. The numerical solution is obtained explicitly using the Euler's methods and the separation of variables. To reconstruct the 3D object from two slice data, we set one slice as the target data and the other data as the initial data. We solve the governing equation and stack intermediate solutions based on the relative fraction of the symmetric difference of two regions occupied by the target and source data. To demonstrate that the proposed method can reconstruct a 3D model through extracted intermediate slice data during shape transformation, we perform several computational tests. Furthermore, the proposed method is applied to a 3D volume reconstruction from multi-slice data of human vertebra.
引用
收藏
页码:52 / 58
页数:7
相关论文
共 25 条
[1]   Inpainting of binary images using the Cahn-Hilliard equation [J].
Bertozzi, Andrea L. ;
Esedoglu, Selim ;
Gillette, Alan .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (01) :285-291
[2]   Volume Reconstruction from Slices [J].
Bretin, Elie ;
Dayrens, Francois ;
Masnou, Simon .
SIAM JOURNAL ON IMAGING SCIENCES, 2017, 10 (04) :2326-2358
[3]   Self-learning based medical image representation for rigid real-time and multimodal slice-to-volume registration [J].
Chen, Zixuan ;
Xu, Zekai ;
Gui, Qiuling ;
Yang, Xin ;
Cheng, Qimin ;
Hou, Wenguang ;
Ding, Mingyue .
INFORMATION SCIENCES, 2020, 541 :502-515
[4]   Real-time and multimodal brain slice-to-volume registration using CNN [J].
Chen, Zixuan ;
Xu, Zekai ;
Yi, Weiwei ;
Yang, Xin ;
Hou, Wenguang ;
Ding, Mingyue ;
Granichin, Oleg .
EXPERT SYSTEMS WITH APPLICATIONS, 2019, 133 :86-96
[5]   OPTIMAL SURFACE RECONSTRUCTION FROM PLANAR CONTOURS [J].
FUCHS, H ;
KEDEM, ZM ;
USELTON, SP .
COMMUNICATIONS OF THE ACM, 1977, 20 (10) :693-702
[6]   High Pitch Helical CT Reconstruction [J].
Hayes, John W. ;
Montoya, Juan ;
Budde, Adam ;
Zhang, Chengzhu ;
Li, Yinsheng ;
Li, Ke ;
Hsieh, Jiang ;
Chen, Guang-Hong .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2021, 40 (11) :3077-3088
[7]  
Hormann K., 2003, VMV 3
[8]   An explicit hybrid finite difference scheme for the Allen-Cahn equation [J].
Jeong, Darae ;
Kim, Junseok .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2018, 340 :247-255
[9]   Efficient 3D Volume Reconstruction from a Point Cloud Using a Phase-Field Method [J].
Jeong, Darae ;
Li, Yibao ;
Lee, Heon Ju ;
Lee, Sang Min ;
Yang, Junxiang ;
Park, Seungwoo ;
Kim, Hyundong ;
Choi, Yongho ;
Kim, Junseok .
MATHEMATICAL PROBLEMS IN ENGINEERING, 2018, 2018
[10]   A SYSTEM FOR THE 3-DIMENSIONAL RECONSTRUCTION OF BIOLOGICAL STRUCTURES [J].
JOHNSON, EM ;
CAPOWSKI, JJ .
COMPUTERS AND BIOMEDICAL RESEARCH, 1983, 16 (01) :79-87