Asymmetric parallel 3D thinning scheme and algorithms based on isthmuses

被引:17
作者
Couprie, Michel [1 ]
Bertrand, Gilles [1 ]
机构
[1] Univ Paris Est, LIGM, Equipe A3SI, ESIEE Paris, Paris, France
关键词
Topology preservation; Parallel thinning; Asymmetric thinning; Curve skeleton; Surface skeleton; Critical kernels; TOPOLOGY PRESERVATION; SIMPLE POINTS; CURVE; SKELETONS;
D O I
10.1016/j.patrec.2015.03.014
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Critical kernels constitute a general framework settled in the context of abstract complexes for the study of parallel thinning in any dimension. We take advantage of the properties of this framework, to propose a generic thinning scheme for obtaining "thin" skeletons from objects made of voxels. From this scheme, we derive algorithms that produce curve or surface skeletons, based on the notion of 1D or 2D isthmus. We compare our new curve thinning algorithm with all the published algorithms of the same kind, based on quantitative criteria. Our experiments show that our algorithm largely outperforms the other ones with respect to noise sensitivity. Furthermore, we show how to slightly modify our algorithms to include a filtering parameter that controls effectively the pruning of skeletons, based on the notion of isthmus persistence. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:22 / 31
页数:10
相关论文
共 51 条
[1]  
Attali D, 2009, MATH VIS, P109, DOI 10.1007/b106657_6
[2]   Two-dimensional parallel thinning algorithms based on critical kernels [J].
Bertrand, G. ;
Couprie, M. .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2008, 31 (01) :35-56
[3]  
Bertrand G, 1999, LECT NOTES COMPUT SC, V1568, P218
[4]   A NEW CHARACTERIZATION OF 3-DIMENSIONAL SIMPLE POINTS [J].
BERTRAND, G ;
MALANDAIN, G .
PATTERN RECOGNITION LETTERS, 1994, 15 (02) :169-175
[5]   SIMPLE POINTS, TOPOLOGICAL NUMBERS AND GEODESIC NEIGHBORHOODS IN CUBIC GRIDS [J].
BERTRAND, G .
PATTERN RECOGNITION LETTERS, 1994, 15 (10) :1003-1011
[6]  
BERTRAND G, 1995, P SOC PHOTO-OPT INS, V2356, P113, DOI 10.1117/12.198601
[7]   On critical kernels [J].
Bertrand, Gilles .
COMPTES RENDUS MATHEMATIQUE, 2007, 345 (07) :363-367
[8]   Powerful Parallel and Symmetric 3D Thinning Schemes Based on Critical Kernels [J].
Bertrand, Gilles ;
Couprie, Michel .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2014, 48 (01) :134-148
[9]   On Parallel Thinning Algorithms: Minimal Non-simple Sets, P-simple Points and Critical Kernels [J].
Bertrand, Gilles ;
Couprie, Michel .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2009, 35 (01) :23-35
[10]  
Chaussard J., 2010, THESIS U PARIS EST