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Création d'une mesure entropique de la parole pour évaluer l'intelligibilité de patients atteints de cancers des voies aérodigestives supérieures

Abstract : The assessment of speech severity, a value that is highly correlated with speech intelligibility, is important for clinicians to measure the impact of head and neck cancers. We propose a new entropic measurement method, based on speech representations, which produces a score similar to the severity index. This method is based on the Inception Score (generally used in imaging to evaluate the quality of images generated by models). On the C2SI cancer corpus, we obtain a Spearman correlation of 0.87 with a severity index manually evaluated by a group of clinical experts. This strong correlation allows us to consider clinical applications.
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https://hal.archives-ouvertes.fr/hal-03739691
Contributor : Vincent ROGER Connect in order to contact the contributor
Submitted on : Thursday, July 28, 2022 - 9:53:21 AM
Last modification on : Tuesday, August 23, 2022 - 1:26:54 PM

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  • HAL Id : hal-03739691, version 1

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Vincent Roger, Jérôme Farinas, Virginie Woisard, Julien Pinquier. Création d'une mesure entropique de la parole pour évaluer l'intelligibilité de patients atteints de cancers des voies aérodigestives supérieures. 34èmes Journées d’Études sur la Parole (JEP 2022), Association Française de la Communication Parlée, Jun 2022, Noirmoutier, France. A paraître. ⟨hal-03739691⟩

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