Filtering methods for texture discrimination

被引:46
作者
Chen, CC [1 ]
Chen, CC [1 ]
机构
[1] Natl Tsing Hua Univ, Dept Comp Sci, Hsinchu 300, Taiwan
关键词
Fourier transform; spatial filter; Gabor filter; wavelet transform; Markov random field (MRF); texture discrimination;
D O I
10.1016/S0167-8655(99)00042-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Filtering methods have recently raised increasing interests in texture analysis due to their simulation of human vision. The goal of this paper is to evaluate the performance of four filtering methods including Fourier transform, spatial filter, Gabor filter and wavelet transform for texture discrimination. Experimental results on both natural textures and synthesized Markov random field (MRF) textures indicate that the wavelet features achieve almost the same recognition rate with the Gabor features, which is higher than the other two methods, whereas the computation time shows that the wavelet features are preferred. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:783 / 790
页数:8
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