A graph-based approach for multiscale shape analysis

被引:70
作者
Torres, RD
Falcao, AX
Costa, LD
机构
[1] Univ Estadual Campinas, Inst Comp, BR-13084851 Campinas, SP, Brazil
[2] Univ Sao Paulo, Inst Phys Sao Carlos, BR-13560970 Sao Carlos, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
shape analysis; image processing; fractal dimension; shape saliences; image foresting transform; multiscale skeletonization; shape exact dilation;
D O I
10.1016/j.patcog.2003.10.007
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 presents two shape descriptors, multiscale fractal dimension and contour saliences, using a graph-based approach-the image foresting transform. It introduces a robust approach to locate contour saliences from the relation between contour and skeleton. The contour salience descriptor consists of a vector, with salience location and value along the contour, and a matching algorithm. We compare both descriptors with fractal dimension, Fourier descriptors, moment invariants, Curvature Scale Space and Beam Angle Statistics regarding to their invariance to object characteristics that belong to a same class (compact-ability) and to their ability to separate objects of distinct classes (separability). (C) 2003 Published by Elsevier Ltd on behalf of Pattern Recognition Society.
引用
收藏
页码:1163 / 1174
页数:12
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