DocumentCode :
2618884
Title :
Effect of GSM speech coding on the performance of Speaker Recognition System
Author :
Debyeche, Mohamed ; Krobba, Ahmed ; Amrouche, Abderrahmane
Author_Institution :
Speech Commun. & Signal Process. Lab., USTHB, Algiers, Algeria
fYear :
2010
fDate :
10-13 May 2010
Firstpage :
137
Lastpage :
140
Abstract :
This paper investigates the influence of GSM speech coding on the performance of a text independent Speaker Recognition System (SRS). The SRS developed perform recognition on reconstructed speech waveform from the coded parameters using Gaussian Mixture Models (GMM) technique. The performance evaluation due to the use of the GSM speech coding namely the GSMEFR (Global System Mobile Enhanced Full Rate) codec was conducted, using three transcoded databases, obtained by passing the local ARADIGIT database through the GSM coder/decoder. The recognition evaluation was also conducted using original ARADIGIT sampled at 16 KHz and its 8 KHz downsampled version. The ARADIGIT database consists of 60 speakers (31 male speakers and 29 female speakers) pronouncing the ten Arabic digits five time each. Several experiments were conducted in order to evaluate the degradation introduced by different aspects of the simulated coder.
Keywords :
Gaussian processes; speaker recognition; speech coding; visual databases; GMM; GSM speech coding effect; Gaussian mixture models; SRS; global system mobile enhanced full rate; speech waveform reconstruction; text independent speaker recognition system; transcoded database; AWGN; Computational modeling; Minimization; Robustness; Silicon compounds; Speech codecs; GSMEFR; Gaussian Mixture Models; Speaker Recongtion; Speech coding;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Sciences Signal Processing and their Applications (ISSPA), 2010 10th International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4244-7165-2
Type :
conf
DOI :
10.1109/ISSPA.2010.5605487
Filename :
5605487
Link To Document :
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