A study on the 3D position estimation of ventricular borders extracted from 2D echocardiography data

被引:2
作者
Ahn, Chi Young [1 ]
Yun, Sangwoon [2 ]
机构
[1] Natl Inst Math Sci, Div Integrated Math, Daejeon 34047, South Korea
[2] Sungkyunkwan Univ, Dept Math Educ, Seoul 03063, South Korea
关键词
Echocardiography; Left ventricle; 3D reconstruction; Mathematical model; Quadratically constrained quadratic program; RECONSTRUCTION; ULTRASOUND;
D O I
10.1016/j.camwa.2017.10.025
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We study on the reconstruction of 3D left ventricle(LV) using only 2D echocardiography data and information on apical long-axis views. Especially, this paper focuses on determining the 3D position of LV contours extracted from 2D echocardiography images. First we mathematically model the relationship between LV contours on the apical views and their corresponding 3D positions. The relationship is expressed as a linear equation in which the right-hand side is the measured data consisting of all the LV contour points on each view and the coefficient matrix is an unknown matrix that transforms the unknown 3D positions into contour points on their related apical view, with distance and orthogonality conditions on the coefficient matrix and the 3D positions. Next we consider a non-convex constrained minimization problem to determine the coefficient matrix and the 3D positions. To solve this minimization problem, we adopt two block coordinate descent method with a solver in OPTI for quadratically constrained quadratic program. For validating the proposed method, some numerical experiments are performed with synthetic data. The experimental results show that the proposed model is promising and available for real echocardiography data. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1143 / 1158
页数:16
相关论文
共 16 条
  • [1] SCIP: solving constraint integer programs
    Achterberg, Tobias
    [J]. MATHEMATICAL PROGRAMMING COMPUTATION, 2009, 1 (01) : 1 - 41
  • [2] [Anonymous], 2000, HEALTH TECHNOL ASSES
  • [3] [Anonymous], 2012, FDN COMPUT AIDED PRO
  • [4] [Anonymous], 2014, Diagnostic Ultrasound Imaging
  • [5] Boyd L., 2004, CONVEX OPTIMIZATION
  • [6] Cobbold R. S. C., 2007, Foundations of biomedical ultrasound
  • [7] Accurate Surface Reconstruction in 3D Using Two-dimensional Parallel Cross Sections
    Kim, Sang-Un
    Lee, Chang-Ock
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2015, 53 (02) : 182 - 195
  • [8] Lang RM, 2015, ASES COMPREHENSIVE E, V2
  • [9] A review of calibration techniques for freehand 3-D ultrasound systems
    Mercier, L
    Lango, T
    Lindseth, F
    Collins, LD
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 2005, 31 (02) : 143 - 165
  • [10] Real-Time 3-Dimensional Echocardiographic Quantification of Left Ventricular Volumes
    Mor-Avi, Victor
    Jenkins, Carly
    Kuehl, Harald P.
    Nesser, Hans-Joachim
    Marwick, Thomas
    Franke, Andreas
    Ebner, Christian
    Freed, Benjamin H.
    Steringer-Mascherbauer, Regina
    Pollard, Heidi
    Weinert, Lynn
    Niel, Johannes
    Sugeng, Lissa
    Lang, Roberto M.
    [J]. JACC-CARDIOVASCULAR IMAGING, 2008, 1 (04) : 413 - 423