Fast algorithm for texture discrimination by use of a separable orthonormal decomposition of the co-occurrence matrix

被引:17
作者
Allam, S
Adel, M
Refregier, P
机构
[1] Laboratoire Signal et Image, Ecole Nationale Supérieure de Physique de Marseille, Domaine Universitaire de Saint-Jérôme, Marseille Cedex 20
来源
APPLIED OPTICS | 1997年 / 36卷 / 32期
关键词
texture analysis; co-occurrence matrices; orthogonal decomposition; classification;
D O I
10.1364/AO.36.008313
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We consider the problem of texture analysis with a fast algorithm. For that purpose we propose to use coefficients of the decomposition of co-occurrence matrices on an orthonormal and separable basis. We apply this method for texture discrimination, and we thus demonstrate with some examples its efficiency in terms of rapidity, discrimination performance, and robustness. We compare this method with classifiers that use a Fisher linear discrimination on features a priori defined in the co-occurrence matrices. (C) 1997 Optical Society of America.
引用
收藏
页码:8313 / 8321
页数:9
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