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
[21]  
Manoel E.T.M., 2002, MULTISCALE FRACTAL C, P269
[22]  
Ojala T, 2002, INT C PATT RECOG, P701, DOI 10.1109/ICPR.2002.1044854
[23]   Multifractal analysis and feature extraction in satellite imagery [J].
Parrinello, T ;
Vaughan, RA .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2002, 23 (09) :1799-1825
[24]  
Pietikainen M, 2011, COMPUT IMAGING VIS, V40, P1
[25]  
Plotze RD, 2005, CAN J BOT, V83, P287, DOI [10.1139/b05-002, 10.1139/B05-002]
[26]  
Scarlat EI, 2010, J OPTOELECTRON ADV M, V12, P105
[27]   Fractal research of pathological tissue images [J].
Tian-Gang, Li ;
Wang, Supin ;
Zhao, Nan .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2007, 31 (08) :665-671
[28]   COMPARATIVE-STUDY OF TEXTURE MEASURES FOR TERRAIN CLASSIFICATION [J].
WESZKA, JS ;
DYER, CR ;
ROSENFELD, A .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1976, 6 (04) :269-285
[29]   Twinkling Fractal Theory of the Glass Transition [J].
Wool, Richard P. .
JOURNAL OF POLYMER SCIENCE PART B-POLYMER PHYSICS, 2008, 46 (24) :2765-2778