Experiments in Session Variability Modelling for Speaker Verification
Vogt, Robert J. & Sridharan, Sridha (2006) Experiments in Session Variability Modelling for Speaker Verification. In IEEE International Conference on Acoustics, Speech, and Signal Processing, 14-19 May, Toulouse, France.
Presented is an approach to modelling session variability for GMM-based text-independent speaker verification incorporating a constrained session variability component in both the training and testing procedures. The proposed technique reduces the data labelling requirements and removes discrete categorisation needed by previous techniques and provides superior performance. Experiments on Mixer conversational telephony data show improvements of as much as 46% in equal error rate over a baseline system. In this paper the algorithm used for the enrollment procedure is described in detail. Results are also presented investigating the response of the technique to short test utterances and varying session subspace dimension.
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|Item Type:||Conference Paper|
|Keywords:||Speaker Recognition, Session Variability|
|Divisions:||Past > QUT Faculties & Divisions > Faculty of Built Environment and Engineering|
Past > QUT Faculties & Divisions > Faculty of Science and Technology
Past > Institutes > Information Security Institute
|Copyright Owner:||Copyright 2006 IEEE|
|Copyright Statement:||Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.|
|Deposited On:||14 May 2007|
|Last Modified:||29 Feb 2012 23:25|
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