John-S.d. Mason
Speech and Image group, Swansea University
Session JEP poster P3 Mardi 10 Juin - 14h00 16h00
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papier 1628
Utilisation de la structure de mots de passe personnalisés pour la reconnaissance de locuteurs embarquée
- Anthony Larcher ( Université d'Avignon, LIA)
- Jean-François Bonastre ( Université d'Avignon, LIA)
- John-S.d. Mason ( Speech and Image group, Swansea University)
- Résumé : Embedded speaker recognition in mobile devices involves a limited amount of computing resource. Both the enrolment and the test have to be done using short audio sequences. Even if they proved their efficiency in more classical situations, GMM/UBM based systems show their limits in this context. This paper deals with this problem and proposes to take into account the linguistic nature of the speech material inside the GMM/UBM framework. The proposed solution mixes the text-independent aspects of the GMM/UBM with a semi-continuous like approach in order to deal with the text-dependent information. This system respects both the resource and the ergonomic constraints of the considered application field. The preliminary experiments are done on the MyIdea database and show the potential of the proposed approach.
- article