A multi-layer approach for the analysis of neighbourhood relations of polygons in remotely acquired images

被引:7
作者
Bandeira, Lourenco [1 ]
Pina, Pedro [1 ]
Saraiva, Jose [1 ]
机构
[1] Inst Super Tecn, Ctr Recursos Nat & Ambiente, CERENA, P-1049001 Lisbon, Portugal
关键词
Polygonal networks; Mathematical morphology; Topology; Mars; MARS; CELLS; SURFACE; EPIDERMIS; PATTERNS;
D O I
10.1016/j.patrec.2010.03.017
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this letter we present a novel approach to extract topological features of polygonal networks, based on a multi-layer strategy; the motivation for this new development was the need to analyse the small-scale polygonal patterns observed on remotely sensed, high spatial resolution images of the surface of Mars. The major improvement of the algorithm consists of the distribution of polygons by layers in such a way that adjacent polygons cannot coexist on any given layer; this is followed by a global analysis of each layer to extract topological features. This novel approach can be indistinctively applied to any kind of tri and tetravalent network (presenting respectively three and four polygons at each vertex); its computational performance is extremely favourable when compared with previous approaches to this problem. The experimental dataset used to evaluate the algorithm consisted of 47 segmented polygonal networks seen on the surface of Mars and presenting very distinct visual appearances. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:1175 / 1183
页数:9
相关论文
共 32 条
[1]  
Aboav D. A., 1970, Metallography, V3, P383, DOI 10.1016/0026-0800(70)90038-8
[2]   ARRANGEMENT OF CELLS IN A NET [J].
ABOAV, DA .
METALLOGRAPHY, 1980, 13 (01) :43-58
[3]  
[Anonymous], 1983, Image Analysis and Mathematical Morphology
[4]  
[Anonymous], 1992, Computer and Robot Vision, DOI DOI 10.1109/MRA.2011.941638
[5]   SOLUTION OF 4-COLOR-MAP PROBLEM [J].
APPEL, K ;
HAKEN, W .
SCIENTIFIC AMERICAN, 1977, 237 (04) :108-&
[6]  
Bandeira L, 2008, LECT NOTES COMPUT SC, V5197, P397, DOI 10.1007/978-3-540-85920-8_49
[7]   Methods for the characterization of grain size [J].
Ciupinski, L ;
Ralph, B ;
Kurzydlowski, KJ .
MATERIALS CHARACTERIZATION, 1997, 38 (03) :177-185
[8]   Analysis of polygonal terrain landforms on Earth and Mars through spatial point patterns [J].
Dutilleul, Pierre ;
Haltigin, Timothy W. ;
Pollard, Wayne H. .
ENVIRONMETRICS, 2009, 20 (02) :206-220
[9]   Bubble size-topology correlations in two-dimensional foams derived from surface energy minimization [J].
Fortes, MA ;
Teixeira, PIC .
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 2003, 36 (19) :5161-5173
[10]   EXPERIMENTAL INVESTIGATION OF NORMAL GRAIN-GROWTH IN TERMS OF AREA AND TOPOLOGICAL CLASS [J].
FRADKOV, VE ;
KRAVCHENKO, AS ;
SHVINDLERMAN, LS .
SCRIPTA METALLURGICA, 1985, 19 (11) :1291-1296