Personal recognition based on an image of the palmar surface of the hand

被引:47
作者
Saviv, Tadej [1 ]
Pavesic, Nikola [1 ]
机构
[1] Univ Ljubljana, Fac Elect Engn, Ljubljana 1000, Slovenia
关键词
biometrics; personal recognition; multimodal systems; score normalization; fusion; fingerprint; palmprint; digitprint; hand-geometry;
D O I
10.1016/j.patcog.2007.03.005
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the design and development of a multimodal biometric personal recognition system based on features extracted from a set of 14 geometrical parameters of the hand, the palmprint, four digitprints, and four fingerprints. The features are extracted from a single high-resolution gray-scale image of the palmar surface of the hand using the linear discriminant analysis (LDA) appearance-based feature-extraction approach. The information contained in the extracted features is combined at the matching-score level. The resolutions of the palmprint, digitprint and fingerprint sub-images, the similarity/dissimilarity measures, the matching-score normalization technique, and the fusion rule at the matching-score level, which optimize the system performance, were determined experimentally. The biometric system, when using a system configuration with optimum parameters, showed an average equal error rate (EER) of 0.0005%, which makes it sufficiently accurate for use in high-security biometric systems. (c) 2007 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:3152 / 3163
页数:12
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