A novel stroke extraction method for Chinese characters using Gabor filters

被引:46
|
作者
Su, YM
Wang, JF
机构
[1] Natl Chung Cheng Univ, Dept Comp Sci & Informat Engn, Tainan 701, Taiwan
[2] I Shou Univ, Dept Elect Engn, Kaohsiung, Taiwan
[3] Natl Cheng Kung Univ, Dept Elect Engn, Tainan 70101, Taiwan
关键词
stroke extraction; Gabor filter; iterative thresholding; reconstruction error;
D O I
10.1016/S0031-3203(02)00086-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A robust stroke extraction method for Chinese characters is essential to off-line character recognition systems, which depend on stroke structure analysis to function. This study presents a novel stroke extraction method based on a directional filtering technique for extracting reliable and undistorted stroke segments. First, a set of Gabor filters is used to break down an image of a character into different directional features. Next, a new iterative thresholding technique that minimizes the reconstruction error is proposed to recover stroke shape. Finally, a refinement process based on measuring the degree of stroke overlap is used to remove redundant stroke pieces. Experimental results show that the proposed method cannot only provide immunity against the junction-distortion and spurious-branch problems associated with a thinning-based process, but is also insensitive to shape deformation and noise. (C) 2002 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:635 / 647
页数:13
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