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基于纹理的文本依存的离线笔迹鉴别 被引量:2

Off-line Handwriting Verification of Context Dependent Based on Texture
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摘要 针对文本依存的离线笔迹鉴别,提出一种基于纹理的算法.该算法采用Gabor变换对纹理进行分析,选取4个频率8个相位,通过变换,选取32维变换系数的方差作为笔迹特征,在分类时使用欧氏距离作为分类器,并且提出一种新的阈值获取方法,针对该算法进行实验得出,正确接受率为89.3%,正确拒绝率为80.0%. This paper presents a context dependent method of off-line handwriting verification based on the texture feature. Gabor filter is used in the texture analysis to gain handwriting features. By choosing 4 frequencies and 8 directions, it will get 32 Gabor coefficients, and this paper chooses the variance of coefficients as handwriting feature. The Euclidean distance is applied as classifier, and a new technique for getting threshold value is proposed in this paper. Experimental results show that the correct acceptances rate is 89.3% and the correct rejections rate is 80.0%.
出处 《河北工业大学学报》 CAS 2007年第5期95-100,共6页 Journal of Hebei University of Technology
关键词 文本依存 纹理 笔迹鉴别 离线 特征提取 分类器 context dependent texture handwriting verification off-line feature extraction classifier
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参考文献10

  • 1Kai Huang, Hong Yan. Off-line signature verification based on geometric feature extraction and neural network classification [J]. Pattern Recognition, 1997, 30 (1): 9-17.
  • 2刘宏,李锦涛,崔国勤,唐胜.基于SVM和纹理的笔迹鉴别方法[J].计算机辅助设计与图形学学报,2003,15(12):1479-1484. 被引量:32
  • 3Peter Shaohua Deng, Hong-Yuan Mark Liao, Chin Wen Ho. Wavelet-Based Off-Line Handwritten Signature Verification [J]. Computer Vision and Image Understanding, 1999, 76 (3): 173-190.
  • 4Fang B, Leung C H, Ytang Y. Off-line signature verification by the tracking of feature and stroke positions [J]. Pattern Recognition, 2003, 36 (1): 91-101.
  • 5Baltzakisa H, Papamarkosb N. A new signature verification technique based on a two-stage neural network classifier [J]. Engineering Applications of Artificial Intelligence, 2001, 14 (1): 95-103.
  • 6Kai Huang, Hong Yan. Off-line signature verification using structural feature correspondence [J]. Pattern Recognition, 2002, 35 ( 1 ) : 2467-2477.
  • 7Bovik A C, Clark M. Multi-channel texture analysis using localized spatial filters [J]. IEEE Transaction Pattern Analysis and Machine Intelligence, 1990, 12: 55-73.
  • 8Andrew R.Webb著.Statistical Pattern Recognition[M].王萍,杨培龙,罗颖昕,译.Ssecond Edition.北京:电子工业出版社,2004.
  • 9陶跃华.基于向量的相似度计算方案[J].云南师范大学学报(自然科学版),2001,21(5):17-19. 被引量:29
  • 10易东,陈庆虎.基于多分类器组合的笔迹验证[J].计算机应用,2006,26(1):172-173. 被引量:8

二级参考文献19

  • 1刘成林,戴汝为,刘迎建.笔迹鉴别的字符予处理与匹配[J].中文信息学报,1996,10(3):50-57. 被引量:8
  • 2Bovic A C, Clark M, Geisler W S. Multichannel texture analysis using localized spatial filters [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1990, 12(1): 55~73
  • 3Hamamoto Y, et al. Recognition of handprinted Chinese characters using Gabor features [A]. In: Proceedings of the 3rd International Conference on Document Analysis and Recognition, Montreal, 1995. 819~823
  • 4Jain A K, Bolle R, Pankanti S. Biometrics Personal Identification in Networked Society [M]. Boston: Kluwer Academic Publishers, 1999
  • 5Plamondon R, Lorette G. Automatic signature verification and writer identification-The state of the art [J]. Pattern Recognition, 1989, 22(2): 107~131
  • 6Laurenz Wiskott, Fellous Jean-Marc, Norbert Kruger, et al. Face recognition by elastic graph matching [J]. IEEE Transations on Pattern Analysis and Machine Intelligence, 1997, 19(7): 775~779
  • 7Said H E S, Tan T N, Baker K D. Personal identification based on handwriting [J]. Pattern Recognition, 2000, 33(1): 149~160
  • 8Zhu Y, Wang Y, Tan T N. Biometric personal identification based on handwriting [A]. In: Proceedings of the 15th International Conference on Pattern Recognition, Barcelona, 2000. 801~804
  • 9Ohanian P P, Dubes R C. Performance evaluation for four classes of textural features [J]. Pattern Recognition, 1992, 25(6): 819~833
  • 10Mallat S G. A theory for multiresolution signal decomposition: The wavelet representation [J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1989, 11(7): 674~693

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