Document Type

Journal Article

Department/Unit

Department of Mathematics

Title

A multiphase image segmentation method based on fuzzy region competition

Language

English

Abstract

The goal of this paper is to develop a multiphase image segmentation method based on fuzzy region competition. A new variational functional with constraints is proposed by introducing fuzzy membership functions which represent several different regions in an image. The existence of a minimizer of this functional is established. We propose three methods for handling the constraints of membership functions in the minimization. We also add auxiliary variables to approximate the membership functions in the functional such that Chambolle's fast dual projection method can be used. An alternate minimization method can be employed to find the solution, in which the region parameters and the membership functions have closed form solutions. Numerical examples using grayscale and color images are given to demonstrate the effectiveness of the proposed methods. © 2010 Society for Industrial and Applied Mathematics.

Keywords

Alternative minimization, Fuzzy membership function, Image segmentation, Multiphase, Region competition

Publication Date

2010

Source Publication Title

SIAM Journal on Imaging Sciences

Volume

3

Issue

3

Start Page

277

End Page

299

Publisher

Society for Industrial and Applied Mathematics

DOI

10.1137/080736752

Link to Publisher's Edition

http://dx.doi.org/10.1137/080736752

ISSN (electronic)

19364954

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