A piecewise constant level set framework

被引:1
|
作者
Lie, Johan
Lysaker, Marius
Tai, Xue-Cheng
机构
[1] Univ Bergen, Inst Math, N-5008 Bergen, Norway
[2] Simula Res Lab, N-1325 Lysaker, Norway
关键词
image segmentation; image processing; PDE; variational; level set; piecewise constant level set;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this work we discuss variants of a PDE based level set method. Traditionally interfaces are represented by the zero level set of continuous level set functions. We instead use piecewise constant level set functions, and let interfaces be represented by dicontinuities. Some of the properties of the standard level set function are preserved in the proposed method. Using the methods for interface problems, we need to minimize a smooth convex functional under a constraint. The level set functions are discontinuous at convergenve, but the minimization functional is smooth and locally convex. We show numerical results using the methods for segmentation of digital images.
引用
收藏
页码:422 / 438
页数:17
相关论文
共 50 条
  • [11] Estimation of a Piecewise Constant Function Using Reparameterized Level-Set Functions
    Berre, Inga
    Lien, Martha
    Mannseth, Trond
    PROGRESS IN INDUSTRIAL MATHEMATICS AT ECMI 2008, 2010, 15 : 733 - 737
  • [12] Piecewise Constant Level Set Algorithm for an Inverse Elliptic Problem in Nonlinear Electromagnetism
    Kong, Xiangyin
    Zhang, Zhengfang
    Huang, Zhengda
    ADVANCES IN APPLIED MATHEMATICS AND MECHANICS, 2015, 7 (03) : 387 - 406
  • [13] Structural optimization of contact problems using piecewise constant level set method
    Myslinski, A.
    Wroblewski, M.
    ADVANCES IN MECHANICS: THEORETICAL, COMPUTATIONAL AND INTERDISCIPLINARY ISSUES, 2016, : 429 - 433
  • [14] Piecewise constant level set method for topology optimization of unilateral contact problems
    Myslinski, A.
    ADVANCES IN ENGINEERING SOFTWARE, 2015, 80 : 25 - 32
  • [15] Piecewise constant level set method for 3D image segmentation
    Losnegard, Are
    Christiansen, Oddvar
    Tai, Xue-Cheng
    SCALE SPACE AND VARIATIONAL METHODS IN COMPUTER VISION, PROCEEDINGS, 2007, 4485 : 687 - +
  • [16] Integrating clustering with level set method for piecewise constant Mumford-Shah model
    Chen, Qiang (chenqiang1985@foxmail.com), 1600, Springer International Publishing (2014):
  • [17] Integrating clustering with level set method for piecewise constant Mumford-Shah model
    Qiang Chen
    Chuanjiang He
    EURASIP Journal on Image and Video Processing, 2014
  • [18] Piecewise constant level set method for structural topology optimization with MBO type of projection
    Saeed Shojaee
    Mojtaba Mohammadian
    Structural and Multidisciplinary Optimization, 2011, 44 : 455 - 469
  • [19] Piecewise constant level set method for structural topology optimization with MBO type of projection
    Shojaee, Saeed
    Mohammadian, Mojtaba
    STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2011, 44 (04) : 455 - 469
  • [20] Integrating clustering with level set method for piecewise constant Mumford-Shah model
    Chen, Qiang
    He, Chuanjiang
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2014,