On the detection of simple points in higher dimensions using cubical homology

被引:8
|
作者
Niethammer, Marc [1 ]
Kalies, William D.
Mischaikow, Konstantin
Tannenbaum, Allen
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
[2] Florida Atlantic Univ, Dept Math Sci, Boca Raton, FL 33431 USA
[3] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
关键词
cubical homology; digital geometry; simple point; skeleton;
D O I
10.1109/TIP.2006.877309
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Simple point detection is an important task for several problems in discrete geometry, such as topology preserving thinning in image processing to compute discrete skeletons. In this paper, the approach to simple point detection is based on techniques from cubical homology, a framework ideally suited for problems in image processing. A (d-dimensional) unitary cube (for a d-dimensional digital image) is associated with every discrete picture element, instead of a point in E-d (the d-dimensional Euclidean space) as has been done previously. A simple point in this setting then refers to the removal of a unitary cube without changing the topology of the cubical complex induced by the digital image. The main result is a characterization of a simple point p (i.e., simple unitary cube) in terms of the homology groups of the (3(d) - 1) neighborhood of p for arbitrary, finite dimensions d.
引用
收藏
页码:2462 / 2469
页数:8
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