Writer identification using global wavelet-based features

被引:36
|
作者
He, Zhenyu [1 ]
You, Xinge [1 ]
Tang, Yuan Yan [1 ,2 ]
机构
[1] Huazhong Univ Sci & Technol, Dept Elect & Informat Sci, Wuhan 430074, Hubei Province, Peoples R China
[2] Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
writer identification; Chinese document; wavelet; generalized Gaussian model; 2-D Gabor model;
D O I
10.1016/j.neucom.2007.10.017
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the human society, it is very important to find out the true writer of an unknown handwriting document. Therefore handwriting-based writer identification has been a hot research topic in pattern recognition field since several decades before. In our research, we find that the global styles of different people's handwritings are obviously distinctive and the histogram of the wavelet coefficients of preprocessed handwriting image can be well characterized by the generalized Gaussian model (GGD) in wavelet domain. As a consequence, in this paper, we propose a new method by combining wavelet transform and GGD model for writer identification of Chinese handwriting document. Tested by our experiment, this method achieves a satisfied identification result and computational efficiency as well. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:1832 / 1841
页数:10
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