DocumentCode :
3584628
Title :
Rotation and scaling invariant texture classification based on Gabor wavelets
Author :
Xudong Xie ; Jie Gong ; Qionghai Dai ; Feng Xu
Author_Institution :
Department of Automation, Tsinghua University, Beijing, China
fYear :
2008
Firstpage :
393
Lastpage :
396
Abstract :
In this paper, an efficient texture classification method is proposed, which not only considers the effect of rotation, but also is scaling invariant. In our method, the Gabor wavelets are adopted to extract local features of an image, and the statistical property of the intensity values is used to represent the global feature. Then, an adaptive circular orientation normalization scheme is proposed for rotation normalization; and an elastic inter-frequency searching mechanism is used to reduce the effect of scaling. Our method is evaluated based on the Brodatz album, and the experimental results show that it outperforms the traditional algorithms.
Keywords :
Gabor wavelets; Texture classification; rotation invariant classification; scaling invariant classification;
fLanguage :
English
Publisher :
iet
Conference_Titel :
Visual Information Engineering, 2008. VIE 2008. 5th International Conference on
ISSN :
0537-9989
Print_ISBN :
978-0-86341-914-0
Type :
conf
Filename :
4743453
Link To Document :
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