Thinning grayscale well-composed images

被引:15
作者
Marchadier, J [1 ]
Arquès, D [1 ]
Michelin, S [1 ]
机构
[1] Univ Marne la Vallee, Inst Gaspard Monge, Equipe Image, F-77454 Champs sur Marne, France
关键词
D O I
10.1016/j.patrec.2003.12.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Usual approaches for constructing topological maps on discrete structures are based on cellular complexes topology. This paper aims to construct a coherent topological map defined on a square grid from a watershed transformation. The main idea behind the proposed approach is to impose some constraints on the original image in order to obtain good properties of the resulting watershed. We propose a definition of well-composed grayscale images based on the well-composed set theory and the cross-section topology. Properties of two different thinning algorithms are then studied and we show how to obtain a thin crest network. We derive an efficient algorithm that permits the construction of a meaningful topological map, resulting in a topological segmentation, i.e. a segmentation that describes in a coherent framework faces and contours. Finally, we demonstrate the usefulness of this algorithm for multilevel image segmentation. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:581 / 590
页数:10
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