AuthorsJ. Lie, O. M. Lysaker and X. Tai
TitleA Binary Level Set Model and Some Applications to Mumford-Shah Image Segmentation
StatusPublished
Publication TypeJournal Article
Year of Publication2006
JournalIEEE Transactions on Image Processing
Volume15
Number5
Pagination1171-1181
Date PublishedMay
Abstract

In this work we propose a PDE based level set method. Traditionally interfaces are represented by the zero level set of continuous level set functions. We instead let the interfaces be represented by discontinuities of piecewise constant level set functions. Each level set function can at convergence only take two values, i.e. it can only be 1 or -1, and is thus related to phase-field methods. Some of the properties of standard level set methods are preserved in the proposed method, while others are not. Using this new level set method for interface problems, we need to minimize a smooth convex functional under a quadratic constraint. The level set functions are discontinuous at convergence, but the minimization functional is smooth. We show numerical results using the method for segmentation of digital images.

Citation KeyLie.2006.1