HMM-based on-line signature verification: Feature extraction and signature modeling

被引:218
作者
Fierrez, Julian [1 ]
Ortega-Garcia, Javier [1 ]
Ramos, Daniel [1 ]
Gonzalez-Rodriguez, Joaquin [1 ]
机构
[1] Univ Autonoma Madrid, Escuela Politecn Super, Biometr Recognit Grp ATVS, E-28049 Madrid, Spain
关键词
biometrics; on-line signature; feature extraction; hidden Markov model; recognition; verification;
D O I
10.1016/j.patrec.2007.07.012
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A function-based approach to on-line signature verification is presented. The system uses a set of time sequences and Hidden Markov Models (HMMs). Development and evaluation experiments are reported on a subcorpus of the MCYT bimodal biometric database comprising more than 7000 signatures from 145 subjects. The system is compared to other state-of-the-art systems based on the results of the First International Signature Verification Competition (SVC 2004). A number of practical findings related to feature extraction and modeling are obtained. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:2325 / 2334
页数:10
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