Using confidence measure for keyword detection in continuous speech recognition

Yassine Benayed 1 Dominique Fohr 1 Jean-Paul Haton 1 Gérard Chollet 2
1 PAROLE - Analysis, perception and recognition of speech
INRIA Lorraine, LORIA - Laboratoire Lorrain de Recherche en Informatique et ses Applications
2 TSI - Laboratoire du traitement du signal et instrumentation
Abstract : This paper deals with the problem of detection keywords/rejection out-of-vocabulary in continuous speech recognition. Two different techniques based on confidence measures are investigated to improve the detection of keywords using a grammar founded on loop of phones. Confidence measures are computed from phone level information provided by a Hidden Markov model based speech recognizer. We use two kinds of likelihood as ratio and distance, and theirs normalised forms to compute a confidence measures for each word. All confidence measures are are evaluated using the French SPEECHDAT database. The Figure-Of-Merite (FOM) for the normalized likelihood ratio is about $68.2\%$ compared to $71.5\%$ obtained by the normalized likelihood distance
Mots-clés : hidden markov models. automatic speech recognition keyword detection confidence measure détection de mots clés mesure de confiance modèle de markov caché reconnaissance de la parole
Type de document :
Communication dans un congrès
Conférence Internationale sur l'accès Intelligent aux Documents Multimédia sur l'Internet - Medinet'04, 2004, Tozeur, Tunisie, 10 p, 2004
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https://hal.inria.fr/inria-00100205
Contributeur : Publications Loria <>
Soumis le : mardi 26 septembre 2006 - 10:15:29
Dernière modification le : jeudi 11 janvier 2018 - 06:19:55

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  • HAL Id : inria-00100205, version 1

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INRIA | UNIV-ST-ETIENNE | LAHC | LORIA | UNIV-LORRAINE

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Yassine Benayed, Dominique Fohr, Jean-Paul Haton, Gérard Chollet. Using confidence measure for keyword detection in continuous speech recognition. Conférence Internationale sur l'accès Intelligent aux Documents Multimédia sur l'Internet - Medinet'04, 2004, Tozeur, Tunisie, 10 p, 2004. 〈inria-00100205〉

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