期刊文献+

基于DTW的在线手写签名验证算法 被引量:7

Online Handwriting Signature Verification Algorithm Based on DTW
下载PDF
导出
摘要 提出了一种基于DTW匹配的以签名能量为特征的在线手写签名验证算法.在线签名验证包括数据采集、预处理、特征提取、匹配判决等部分.侧重签名能量特征提取方法的研究.基于D aubech ies小波的方法对签名波形进行分解,提取签名波形在跳变点的能量,抽取15个具有较大能量的跳变点.经DTW比较后,提出了一种新的分类算法.实验表明,对于随机伪造签名,当误拒率为0%时,误纳率小于9%. The paper proposes an online handwriting signature verification algorithm with signature energy as feature based on dynamic time warping (DTW). Online signature verification includes data acquisir tion, preprocessing, features extraction, and matching and decision-making process. The study of signature energy feature extraction method is emphasized. The energy of sharp trajectory change point in the signature wave is extracted, by means of Daub echies wavelet decomposition of signature. Then, 15 points with most dominant energies are chosen. Finally, after DTW matching, a new algorithm of classification is put forward. Experiment results show that false acceptance rate is 9 percent while false rejection rate is 0 percent for random forgery.
出处 《武汉理工大学学报(交通科学与工程版)》 2006年第2期212-215,共4页 Journal of Wuhan University of Technology(Transportation Science & Engineering)
基金 国家自然科学基金项目资助(批准号:69672014)
关键词 签名验证 能量特征 小波 DTW signature Verification, energy feature, wavelet, dynamic time warping
  • 相关文献

参考文献4

  • 1郑建彬,杨亚莉.基于整数小波系数的笔迹图像鉴别方法研究[J].武汉理工大学学报(交通科学与工程版),2004,28(1):110-113. 被引量:5
  • 2Nakanishi I,Nishiguchi N,Itoh Y,et al.On-line signature verification method utilizing feature extraction based on DWT.IEEE Trans.Inf.Theory,2003,38(2):691-712.
  • 3Parizeau M,Plamondon R.A comparative analysis of regional correlation,dynamic time warping,and skeletal tree matching for signature verification.IEEE Trans.On Pattern Analysis and Machine Intelligence,1990,12(7):710-717.
  • 4Mallat S G.A theory for multiresolution signal decomposition:the wavelet representation.IEEE Trans.On Pattern Analysis and Machine Intelligence,Jul.1989,11(7):674-693.

二级参考文献3

共引文献4

同被引文献42

引证文献7

二级引证文献8

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部