Shape and topology constraints on parametric active contours

Citation
H. Delingette et J. Montagnat, Shape and topology constraints on parametric active contours, COMP VIS IM, 83(2), 2001, pp. 140-171
Citations number
29
Categorie Soggetti
Computer Science & Engineering
Journal title
COMPUTER VISION AND IMAGE UNDERSTANDING
ISSN journal
10773142 → ACNP
Volume
83
Issue
2
Year of publication
2001
Pages
140 - 171
Database
ISI
SICI code
1077-3142(200108)83:2<140:SATCOP>2.0.ZU;2-F
Abstract
In recent years, the field of active contour-based image segmentation has s een the emergence of two competing approaches. The first and oldest approac h represents active contours in an explicit (or parametric) manner correspo nding to the Lagrangian formulation. The second approach represents active contours in an implicit manner corresponding to the Eulerian framework. Aft er comparing these two approaches, we describe several new topological and physical constraints applied to parametric active contours in order to comb ine the advantages of these two contour representations. More precisely, we introduce three algorithms related to the control of the contour topology, geometry, and deformation. The first algorithm controls both vertex spacin g and contour smoothness in an independent and intrinsic manner. The second algorithm controls the contour resolution (number of vertices) while the t hird algorithm automatically creates or fuses connected components on close d or opened contours. The efficiency of these algorithms is demonstrated on several images including medical images and a comparison with the level-se ts method is also provided. (C) 2001 Academic Press.