Path openings and closings

被引:77
作者
Heijmans, H
机构
[1] CSIRO Math & Informat Sci, N Ryde, NSW 1670, Australia
[2] CWI, NL-1009 AB Amsterdam, Netherlands
关键词
oriented features; algebraic morphological filters; flexible linear morphological filters;
D O I
10.1007/s10851-005-4885-3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper lays the theoretical foundations to path openings and closings. The traditional morphological filter used for the analysis of linear structures in images is the union of openings (or the intersection of closings) by linear segments. However structures in images are rarely strictly straight, and as a result a more flexible approach is needed. An extension to the idea of using straight line segments as structuring elements is to use constrained paths, i.e. discrete, one-pixel thick successions of pixels oriented in a particular direction, but in general forming curved lines rather than perfectly straight lines. However the number of such paths is prohibitive and the resulting algorithm by simple composition is inefficient. In this paper we propose a way to compute openings and closings over large numbers of constrained, oriented paths in an efficient manner, suitable for building filters with applications to the analysis of oriented features, such as for example texture.
引用
收藏
页码:107 / 119
页数:13
相关论文
共 10 条
[1]  
[Anonymous], 1999, MORPHOLOGICAL IMAGE, DOI 10.1007/978-3-662-03939-7_3
[2]  
BUCKLEY M, 2000, MATH MORPHOLOGY ITS
[3]  
Heijmans HJAM, 1996, COMP IMAG VIS, P127
[4]  
Heijmans HJAM., 1994, MORPHOLOGICAL IMAGE
[5]  
Ronse C., 1988, WD47 PHIL RES LAB
[6]  
Serra J., 1982, Image analysis and mathematical morphology
[7]  
Serra J., 1988, IMAGE ANAL MATH MORP, V2
[8]   Directional morphological filtering [J].
Soille, P ;
Talbot, H .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2001, 23 (11) :1313-1329
[9]   Fast computation of morphological operations with arbitrary structuring elements [J].
VanDroogenbroeck, M ;
Talbot, H .
PATTERN RECOGNITION LETTERS, 1996, 17 (14) :1451-1460
[10]  
Vincent L, 1998, COMP IMAG VIS, V12, P331