Adapted user-dependent multimodal biometric authentication exploiting general information

被引:33
作者
Fierrez-Aguilar, J [1 ]
Garcia-Romero, D [1 ]
Ortega-Garcia, J [1 ]
Gonzalez-Rodriguez, J [1 ]
机构
[1] Univ Autonoma Madrid, Escuela Politecn Super, E-28049 Madrid, Spain
关键词
biometrics; multimodal; authentication; verification; user; local; global; support vector machine; fingerprint; signature;
D O I
10.1016/j.patrec.2005.06.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel adapted strategy for combining general and user-dependent knowledge at the decision level in multimodal biometric authentication is presented. User-independent, user-dependent, and adapted fusion and decision schemes are compared by using a bimodal system based on fingerprint and written signature. The adapted approach is shown to outperform the other strategies considered in this paper. Exploiting available information for training the fusion function is also shown to be better than using existing information for post-fusion trained decisions. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:2628 / 2639
页数:12
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