Efficient Shape Representation and Statistical Shape Modeling of the Liver Using Spherical Harmonic Functions (SPHARM)

被引:0
|
作者
Tateyama, Tomoko [1 ]
Okegawa, Megumi [1 ]
Uetani, Mei [1 ]
Tanaka, Hidetoshi [1 ]
Kohara, Shinya [1 ]
Han, Xianhua [1 ]
Kanasaki, Shuzo [2 ,3 ]
Sato, Shigetaka [3 ]
Wakamiya, Makoto [3 ]
Furukawa, Akira [2 ,4 ]
Jiang, Huiyan [5 ]
Chen, Yen-Wei [1 ]
机构
[1] Ritsumeikan Univ, Coll Informat Sci & Engn, Intelligent Image Proc Lab, Shiga, Japan
[2] Koseikai Takeda Hosp, Radiol, Kyoto, Japan
[3] Ritsumeikan Univ, Grad Sch Informat Sci & Engn, Shiga, Japan
[4] Tokyo Metropolitan Univ, Grad Sch Human Hlth Sci, Tokyo, Japan
[5] Northeastern Univ, Software Coll, Shenyang, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the field of medical image analysis, the three-dimensional (3-D) shape representation and modeling of anatomic structures using only a few parameters is an important issue, and can be applied to computer assisted diagnosis, surgical simulations, visualization, and many other medical applications. In this paper, we show that the 3D anatomical structure such as the liver can be represented by a few coefficients of spherical harmonic functions (SPHARM). We also propose to use SPHARM based shape representation for statistical shape modeling. Since the dimension of SPHARM based shape representation vector is much lower than the conventional shape representation using coordinates of surface points, our proposed method can be used for small number of training samples and enhance the computation cost.
引用
收藏
页码:428 / 431
页数:4
相关论文
共 50 条
  • [1] Shape Representation of Human Anatomy using Spherical Harmonic Basis Function
    Tateyama, Tomoko
    Okegawa, Megumi
    Kohara, Shinya
    Han, Xianhua
    Kanasaki, Shuzo
    Furukawa, Akira
    Jiang, Huiyan
    Murata, Kiyoshi
    Chen, Yen-Wei
    [J]. 2011 6TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND CONVERGENCE INFORMATION TECHNOLOGY (ICCIT), 2012, : 866 - 869
  • [2] Statistical modeling of shape and appearance using the continuous medial representation
    Yushkevich, PA
    Zhang, H
    Gee, JC
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2005, PT 2, 2005, 3750 : 725 - 732
  • [3] Shape analysis of brain ventricles using SPHARM
    Gerig, G
    Styner, M
    Jones, D
    Weinberger, D
    Lieberman, J
    [J]. IEEE WORKSHOP ON MATHEMATICAL METHODS IN BIOMEDICAL IMAGE ANALYSIS, PROCEEDINGS, 2001, : 171 - 178
  • [5] Parametric Shape Modeling of Femurs Using Statistical Shape Analysis
    Choi, Myung Hwan
    Koo, Bon Yeol
    Chae, Je Wook
    Kim, Jay Jung
    [J]. TRANSACTIONS OF THE KOREAN SOCIETY OF MECHANICAL ENGINEERS A, 2014, 38 (10) : 1139 - 1145
  • [6] SHAPE ANALYSIS USING SPHERICAL HARMONIC DESCRIPTION WITH POINT DISTRIBUTION MODELS (SPHARM-PDM): A POWERFUL TOOL FOR INVESTIGATING MORPHOLOGICAL BRAIN CHANGES
    Jakabek, D.
    Macfarlane, M. D.
    Santillo, A. F.
    Owens-Walton, C.
    Power, B. D.
    Hayhow, B.
    Walterfang, M.
    Georgiou-Karistianis, N.
    Vestberg, S.
    Velakoulis, D.
    Wilkes, F. A.
    Nilsson, C.
    van Westen, D.
    Looi, J. C. L.
    [J]. AUSTRALIAN AND NEW ZEALAND JOURNAL OF PSYCHIATRY, 2016, 50 : 47 - 48
  • [7] Shape Vocabulary: A Robust and Efficient Shape Representation for Shape Matching
    Bai, Xiang
    Rao, Cong
    Wang, Xinggang
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2014, 23 (09) : 3935 - 3949
  • [8] Shape Analysis of Amygdala Atrophy Using SPHARM-OT
    Wang, Zexuan
    Chen, Jiong
    Yang, Wenxi
    Garai, Sumita
    Xu, Frederick H.
    Wen, Junhao
    Davatzikos, Christos
    Shen, Li
    [J]. MEDICAL IMAGING 2023, 2023, 12464
  • [9] Shape representation via harmonic embedding
    Duci, A
    Yezzi, AJ
    Mitter, SK
    Soatto, S
    [J]. NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, 2003, : 656 - 662
  • [10] Shape representation and registration using vector distance functions
    El Munim, Hossam Abd
    Farag, Aly A.
    [J]. 2007 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-8, 2007, : 1672 - +