Texture analysis using volume-radius fractal dimension

被引:16
作者
Backes, Andre R. [1 ]
Bruno, Odemir M. [2 ]
机构
[1] Univ Fed Uberlandia, Fac Computacao, BR-38408100 Uberlandia, MG, Brazil
[2] Univ Sao Paulo, IFSC, BR-13560970 Sao Carlos, SP, Brazil
关键词
Complexity; Fractal dimension; Texture analysis; CLASSIFICATION; FEATURES;
D O I
10.1016/j.amc.2012.11.092
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Texture plays an important role in computer vision. It is one of the most important visual attributes used in image analysis, once it provides information about pixel organization at different regions of the image. This paper presents a novel approach for texture characterization, based on complexity analysis. The proposed approach expands the idea of the Mass-radius fractal dimension, a method originally developed for shape analysis, to a set of coordinates in 3D-space that represents the texture under analysis in a signature able to characterize efficiently different texture classes in terms of complexity. An experiment using images from the Brodatz album illustrates the method performance. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:5870 / 5875
页数:6
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