Fractal descriptors based on the probability dimension: A texture analysis and classification approach

被引:11
作者
Florindo, Joao Batista [1 ]
Bruno, Odemir Martinez [1 ]
机构
[1] Univ Sao Paulo, Sao Carlos Inst Phys IFSC, Sci Comp Grp, BR-13560970 Sao Carlos, SP, Brazil
基金
巴西圣保罗研究基金会;
关键词
Pattern recognition; Fractal dimension; Fractal descriptors; Probability dimension; Texture analysis; MULTIFRACTAL ANALYSIS;
D O I
10.1016/j.patrec.2014.01.009
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 work, we propose a novel technique for obtaining descriptors of gray-level texture images. The descriptors are provided by applying a multiscale transform to the fractal dimension of the image estimated through the probability (Voss) method. The effectiveness of the descriptors is verified in a classification task using benchmark over texture datasets. The results obtained demonstrate the efficiency of the proposed method as a tool for the description and discrimination of texture images. (C) 2014 Published by Elsevier B.V.
引用
收藏
页码:107 / 114
页数:8
相关论文
共 29 条
[1]  
[Anonymous], 1999, The Nature Statist. Learn. Theory
[2]  
[Anonymous], 1966, Textures: a photographic album for artists and designers
[3]   Color texture analysis based on fractal descriptors [J].
Backes, Andre Ricardo ;
Casanova, Dalcimar ;
Bruno, Odemir Martinez .
PATTERN RECOGNITION, 2012, 45 (05) :1984-1992
[4]   PLANT LEAF IDENTIFICATION BASED ON VOLUMETRIC FRACTAL DIMENSION [J].
Backes, Andre Ricardo ;
Casanova, Dalcimar ;
Bruno, Odemir Martinez .
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2009, 23 (06) :1145-1160
[5]   Fractal dimension applied to plant identification [J].
Bruno, Odemir Martinez ;
Plotze, Rodrigo de Oliveira ;
Falvo, Mauricio ;
de Castro, Mario .
INFORMATION SCIENCES, 2008, 178 (12) :2722-2733
[6]   Image analysis measurements of roughness by texture and fractal analysis correlate with contact profilometry [J].
Chappard, D ;
Degasne, I ;
Huré, G ;
Legrand, E ;
Audran, M ;
Baslé, MF .
BIOMATERIALS, 2003, 24 (08) :1399-1407
[7]  
Costa L. da F., 2001, SHAPE ANAL CLASSIFIC
[8]  
Duda R. O., 1973, Pattern Classification and Scene Analysis, V3
[9]   A comparative study on multiscale fractal dimension descriptors [J].
Florindo, J. B. ;
Backes, A. R. ;
de Castro, M. ;
Bruno, O. M. .
PATTERN RECOGNITION LETTERS, 2012, 33 (06) :798-806
[10]   Texture analysis by multi-resolution fractal descriptors [J].
Florindo, Joao B. ;
Bruno, Odemir M. .
EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (10) :4022-4028