DocumentCode :
3473349
Title :
A Contourlet-based Method for Handwritten Signature Verification
Author :
Yang, Ming ; Yin, Zhongke ; Zhong, Zhi ; Wang, Shengshu ; Chen, Pei ; Xu, Yangsheng
Author_Institution :
Southwest Jiaotong Univ., Chengdu
fYear :
2007
fDate :
18-21 Aug. 2007
Firstpage :
1561
Lastpage :
1566
Abstract :
Handwritten signature verification (HSV) is a discipline which aims to validate the identity of writers according to the handwriting styles. Compared with on-line HSV, off-line HSV is less limited in equipment involvement and can be applied in more fields. Nevertheless, it is more difficult to manipulate than on-line HSV due to the loss of dynamic information during the writing process, such as writing position, velocity, acceleration and pressure. In this paper, we focus on off-line HSV and present a new feature selection method based on contourlet, which gives full play to the merits of both conventional structure feature and statistical feature. After dimensionality reduction to extracted eigenvector by K-L transform, genuine signatures and forgeries are distinguished through support vector machines (SVM). The result of our experiment has confirmed the effectiveness of the proposed approach.
Keywords :
eigenvalues and eigenfunctions; handwriting recognition; statistical analysis; support vector machines; transforms; K-L transform; contourlet-based method; dimensionality reduction; dynamic information; eigenvector; handwritten signature verification; statistical feature; structure feature; support vector machines; writing position; writing process; Acceleration; Automation; Data mining; Feature extraction; Forgery; Handwriting recognition; Statistics; Support vector machines; Transducers; Writing; Contourlet; HSV; K-L Transform; SVM;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Automation and Logistics, 2007 IEEE International Conference on
Conference_Location :
Jinan
Print_ISBN :
978-1-4244-1531-1
Type :
conf
DOI :
10.1109/ICAL.2007.4338820
Filename :
4338820
Link To Document :
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