An Approach to CT Stomach Image Segmentation Using Modified Level Set Method

被引:0
|
作者
Parmar, Hersh J. [1 ]
Ramakrishnan, S. [1 ]
机构
[1] Indian Inst Technol Madras, Noninvas Imaging & Diagnost Lab, Biomed Engn Grp, Dept Appl Mech, Madras, Tamil Nadu, India
关键词
CT; stomach; segmentation; level set; regularization; MODEL;
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
Internal organs of a human body have very complex structure owing to their anatomic organization. Several image segmentation techniques fail to segment the various organs from medical images due to simple biases. Here, a modified version of the level set method is employed to segment the stomach from CT images. Level set is a model based segmentation method that incorporates a numerical scheme. For the sake of stability of the evolving zero'th level set contour, instead of periodic reinitialization of the signed distance function, a distance regularization term is included. This term is added to the energy optimization function which when solved with gradient flow algorithms, generates a solution with minimum energy and maximum stability. Evolution of the contour is controlled by the edge indicator function. The results show that the algorithm is able to detect inner boundaries in the considered CT stomach images. It appears that it is also possible to extract outer boundaries as well. The results of this approach are reported in this paper.
引用
收藏
页码:227 / 233
页数:7
相关论文
共 50 条
  • [31] A new level set method for inhomogeneous image segmentation
    Dong, Fangfang
    Chen, Zengsi
    Wang, Jinwei
    [J]. IMAGE AND VISION COMPUTING, 2013, 31 (10) : 809 - 822
  • [32] A variant of the level set method and applications to image segmentation
    Lie, Johan
    Lysaker, Marius
    Tai, Xue-Cheng
    [J]. MATHEMATICS OF COMPUTATION, 2006, 75 (255) : 1155 - 1174
  • [33] MEDICAL IMAGE SEGMENTATION BASED ON A MODIFIED LEVEL SET ALGORITHM
    杨勇
    林盘
    郑崇勋
    顾建文
    [J]. Journal of Pharmaceutical Analysis, 2005, (01) : 29 - 32
  • [34] MOMENT BASED LEVEL SET METHOD FOR IMAGE SEGMENTATION
    Zhou, Juan
    Yao, Lixiu
    Yang, Jie
    Li, Chunming
    [J]. 2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5, 2008, : 1069 - 1072
  • [35] An adaptive level set method for improving image segmentation
    Chi-Wen Hsieh
    Chih-Yen Chen
    [J]. Multimedia Tools and Applications, 2018, 77 : 20087 - 20102
  • [36] A Study of Image Segmentation Based on Level Set Method
    Chang, Xiaowei
    Li, Daowang
    Xu, Yihong
    [J]. PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND ELECTRONICS INFORMATION (ICACSEI 2013), 2013, 41 : 360 - 363
  • [37] An Adaptive Image Segmentation Method Based on the Level Set
    Zhang Aili
    Li Sijia
    Liu Tuanning
    Li Zhiyong
    Zhang Yu
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON MATERIALS ENGINEERING AND INFORMATION TECHNOLOGY APPLICATIONS, 2015, 28 : 496 - 502
  • [38] MR image segmentation based on level set method
    Liu, Jin
    Wei, Xue
    Li, Langlang
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (17-18) : 11487 - 11502
  • [39] Modified Gradient Search for Level Set Based Image Segmentation
    Andersson, Thord
    Lathen, Gunnar
    Lenz, Reiner
    Borga, Magnus
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (02) : 621 - 630
  • [40] A Relay Level Set Method for Automatic Image Segmentation
    Gao, Xinbo
    Wang, Bin
    Tao, Dacheng
    Li, Xuelong
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2011, 41 (02): : 518 - 525