Hand Vein Biometric Recognition Approaches Based on Wavelet, SVM, Artificial Neural Network and Image Registration

被引:0
|
作者
de Brito, Daniel Felix [1 ]
Ling, Lee Luan [1 ]
机构
[1] State Univ Campinas UNICAMP, Fac Elect & Comp Engn FEEC, Campinas, SP, Brazil
关键词
Hand vein biometric; Support Vector Machine; Artificial Neural Network; Image Registration; Wavelet; PATTERNS; SYSTEM;
D O I
10.4114/intartif.vol22iss63pp101-120
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 in detail different hand vein recognition methods based on Wavelet-SVM, Wavelet-ANN and Image Registration. A new image segmentation and processing algorithm is proposed to efficiently locate vein regions and suitable for feature extraction (wavelet coefficients and normalized vein imagens) and classification (SVM, ANN and Image Registration). For real time recognition and high recognition rate, we proposed an integrated system which combines three above mentioned classification methods. The simulation results reveal that the proposed integrated system achieves 1% false rejection rate (FRR) and 0.02% false acceptance rate (FAR).
引用
收藏
页码:101 / 120
页数:20
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