期刊文献+

基于小波分析和SVM的印鉴图像识别

Automatic Seal Identification Based on Multiscale Wavelet Analysis and SVM
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摘要 针对印鉴图像自动识别,提出了一种基于小波大尺度分解特征提取和支撑向量机的印鉴鉴别方法。印鉴图像预处理之后,用一维环投影向量的循环移位来代替二维图像的旋转,实现印鉴的配准。同时,利用小波分解结果,采用小波分解的大尺度向量作为特征向量,排除高频噪音的干扰,并以此进行SVM训练及测试,实现图像鉴别。应用实例表明,该算法具有很强的抗干扰性、识别率高。 An automatic Chinese seal identification method which is based on Support Vector Machine (SVM) and large-scale wavelet decomposition is proposed.After preprocessing the seal image,the projecting vectors are extracted by dividing the seal imprint into rings.The algorithm uses the cyclic shift of one-dimensional ring projecting vectors instead of rotation of two-dimensional images to register the seals efficiently and accurately.The large-scale wavelet analysis results are used as the intrinsic features,then training and testing of SVM are processed.The experimental recognition results show that the proposed approach is excellent in performance,reliability and adaptability,and it is feasible for practical applications.
出处 《计算机工程与应用》 CSCD 北大核心 2006年第19期194-197,共4页 Computer Engineering and Applications
基金 国家863高技术研究发展计划资助项目(编号:2003AA1Z2130)
关键词 图像配准 印鉴识别 小波分解 支持向量机 image registration,seal imprint identification,wavelet decomposition,Support Vector Machine(SVM)
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参考文献9

  • 1Ueda K,Nakamura Y.Automatic verification of seal impression pattern[C].In:Proc 7th Inter Conf,Pattern Recognition (ICPR),1984-02:1019~1021
  • 2Lee S,Kim J H.Unconstrained seal imprint verification using attributed stroke graph matching[J].Pattern Recognition,1989; 22 (6):653 ~664
  • 3HuQing,YangJingyu,ZhangQing et al.An automatics seal imprint verification approach[J].Pattern Recognition,1995 ;28(8):1251~1265
  • 4曾东武,刘重庆,陶世焰.Fourier 描述符的印鉴识别方法[J].上海交通大学学报,1998,32(9):43-45. 被引量:7
  • 5廖闻剑,成瑜.基于多分类器决策融合的印鉴真伪鉴别方法[J].南京航空航天大学学报,2002,34(4):368-371. 被引量:5
  • 6梅天灿,秦前清,钟永正.基于自适应特征提取的印鉴自动识别方法[J].计算机工程与应用,2004,40(24):54-56. 被引量:11
  • 7Vapnik V.The Nature of Statistical Learning Theory[M].New York:Springer,1995
  • 8Weston J,Watkins C.Multi-class support vector machines[R].CSDTR-98-04,Royal Holloway:University of London,1998
  • 9Christopher J C Burges.A tutorial on support vector machines for pattern recognition[J].Data Mining and Knowledge Discovery,1998;2(2):121~167

二级参考文献10

  • 1高文,董胜富,周世意.基于边缘匹配的印鉴自动鉴别方法[J].模式识别与人工智能,1994,7(4):338-342. 被引量:15
  • 2张黔,胡庆,杨静宇,蒋韧.统计和结构模式识别方法结合的多特征印鉴真伪鉴别方法[J].计算机学报,1995,18(3):190-198. 被引量:12
  • 3Fan T J,Tsai W H.Automatic Chinese sealidentification[J].Computer Vision Graphics and Image Processing, 1984; 25 (2): 311~330
  • 4Lee S,Kim J H.Unconstrained seal imprint verification using attributed stroke graph matching[J].Pattem Recognition, 1989; 22 (6):653~664
  • 5Chen Y S.Automatic identification for Chinese seal image[J].Pattern Recognition, 1996; 29 ( 11 ): 1807~ 1820
  • 60gawa H.Label point pattern matching by Delaunay triangulation and maximal clique[J].Pattern Recognition, 1986; 19 ( 1 ): 35~40
  • 7Hu Qing,Pattern Recognit,1995年,28卷,8期,1251页
  • 8李介谷,图象处理技术,1988年
  • 9Fan Tingjun,Computer Vision Graphics Image Processing,1984年,25卷,311页
  • 10胡庆,杨静宇,张黔,刘克.基于知识的印鉴鉴别方法[J].自动化学报,1991,17(6):696-704. 被引量:15

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