Title :
Introduction of SVM into personal authentication using intra-body propagation signals
Author :
SODANI, Yuuta ; NAKANISHI, Isao
Author_Institution :
Grad. Sch. of Eng., Tottori Univ., Tottori, Japan
Abstract :
To use intra-body propagation signals for biometric person authentication has been proposed. The intra-body propagation signal is hid in a body; therefore, it has tolerability to circumvention using artifacts. In addition, there is another advantage that utilizing signals in the body enables liveness detection without additional schemes. In this paper, the support vector machine (SVM) is introduced into verification process in order to improve verification performance. The SVM is one of powerful pattern classification methods. In experiments using 20 subjects, verification ratio of about 86% was achieved.
Keywords :
biometrics (access control); electromagnetic wave propagation; medical signal detection; support vector machines; SVM; biometric person authentication; intrabody propagation signals; liveness detection; pattern classification methods; support vector machine; verification performance; biometric authentication; intra-body propagation signal; support vector machine;
Conference_Titel :
TENCON 2010 - 2010 IEEE Region 10 Conference
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4244-6889-8
DOI :
10.1109/TENCON.2010.5686037