期刊文献+

结合单字特征的笔迹鉴别算法研究

Handwriting Identification Algorithm Combined with Characteristic of Single Character
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摘要 基于高等教育自学考试背景,对笔迹鉴别算法进行研究。首先利用多通道的Gabor变换对笔迹纹理图进行特征提取,并通过欧式距离分类器进行分类,在训练样本库中找到与待测样本最相似的5幅笔迹。在此基础上,利用9/7提升小波算法提取出图像高频部分细节特征,对笔迹中的特征单字进行特征提取,综合分析,给出最终鉴别结果。实验结果证明,本算法具有良好的鉴别率。 This paper researches the algorithm of handwriting identification based on the background of self-study examination of higher education. Firstly, multi-chaanel Gabor filter is used in the texture analysis to gain handwriting features. It uses the Euclidean distance as a classifier to classify, then, finds the most similar 5 handwritings with test sample in the training sample library. On tiffs basis, using of the characteristics of 9/7 lifting wavelet algorithm which can extract the minutiae of the high frequent of image extract the features for the single character. Through comprehensive analysis, it gives the final results of the identification. Experimental results show that this algorithm has good identification rates.
作者 高雪铁
出处 《计算机与现代化》 2010年第3期133-137,140,共6页 Computer and Modernization
关键词 单字 GABOR变换 提升小波 笔迹鉴别 特征提取 single character Gabor transform lifting wavelet handwriting identification feature extraction
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参考文献13

  • 1Shen Cong, Ruan Xiao-Gang, Mao Tian-Lu. Writer identification using Gabor wavelet [ C ]//Proceedings of the 4th World Congress on Intelligent Control and Automation. Shanghai, China, 2002 : 2061-2064.
  • 2王波,姚宏宇,李弼程.一种有效的基于灰度共生矩阵的图像检索方法[J].武汉大学学报(信息科学版),2006,31(9):761-764. 被引量:21
  • 3Deng Peter Shaohua,Liao Hong-Yuan Mark, Ho Chin Wen. Wavelet-based off-line handwritten signature verification [J]. Computer Vision and Image Understanding, 1999,76 (3) :173-190.
  • 4赵永健,李永勃.基于小波变换的汉字签名鉴别[J].计算机工程,2003,29(2):243-245. 被引量:3
  • 5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
  • 6Aaari B. Handwriting identification by means of run-length measurements[ J]. IEEE Trans, SMC-7,1977,12:878-881.
  • 7Huang Kai,Yan Hong. Off-line signature verification using structural feature correspondence [ J ]. Pattern Recognition, 2002,35( 1 ) :2467-2477.
  • 8Impedovo S,et al. An off-fine writer identification system based on a syntactic approach[C]//Proc. IWFHR. 1990:53-61.
  • 9Plamondon R, Lorrete G. Automatic signature verification and writer identification-the state of the art [ J ]. Pattern Recognition, 1989,22(2) : 107-131.
  • 10Peake G S, Tan, N. Script and language identification from document image [ C ]//Proc. BMVC97. Essex, UK, 1997, 12 : 169-184.

二级参考文献19

  • 1崔锦泰 程正兴(译).小波分析导论[M].西安:西安交通大学出版社,1995..
  • 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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