Real-time speaker verification system implemented on reconfigurable hardware
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Tipus de documentArticle
Data publicació2012-06-28
Condicions d'accésAccés restringit per política de l'editorial
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Abstract
Nowadays, biometrics is considered as a promising
solution in the market of security and personal verification.
Applications such as financial transactions, law
enforcement or network management security are already
benefitting from this technology. Among the different biometric
modalities, speaker verification represents an accurate
and efficient way of authenticating a person’s identity
by analyzing his/her voice. This identification method is
especially suitable in real-life scenarios or when a remote
recognition over the phone is required. The processing of a
signal of voice, in order to extract its unique features, that
allows distinguishing an individual to confirm or deny his/
her identity is, usually, a process characterized by a high
computational cost. This complexity imposes that many
systems, based on microprocessor clocked at hundreds of
MHz, are unable to process samples of voice in real-time.
This drawback has an important effect, since in general, the
response time needed by the biometric system affects its
acceptability by users. The design based on FPGA (Field
Programmable Gate Arrays) is a suited way to implement
systems that require a high computational capability and the
resolution of algorithms in real-time. Besides, these devices
allow the design of complex digital systems with outstanding
performance in terms of execution time. This paper
presents the implementation of a MFCC (Mel-Frequency
Cepstrum Coefficients)—SVM (Support Vector Machine)
speaker verification system based on a low-cost FPGA.
Experimental results show that our system is able to verify
a person’s identity as fast as a high-performance microprocessor
based on a Pentium IV personal computer.
CitacióRamos, R. [et al.]. Real-time speaker verification system implemented on reconfigurable hardware. "Journal of Signal Processing Systems", 28 Juny 2012, p. 1-15.
ISSN1939-8018
Versió de l'editorhttp://link.springer.com/article/10.1007%2Fs11265-012-0683-5?LI=true
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