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EVOLEX : la reconnaissance vocale au service du diagnostic des dysfonctionnements langagiers
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In: Séminaire AFCP 2021 – Phonétique Clinique ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269242 ; Séminaire AFCP 2021 – Phonétique Clinique, May 2021, Toulouse (virtuel), France ; http://www.afcp-parole.org/seminaire-afcp-phonetique-clinique-27-mai-2021/ (2021)
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Automatic extraction of speech rhythm descriptors for speech intelligibility assessment in the context of Head and Neck Cancers
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In: à paraître ; INTERSPEECH 2021 ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269227 ; INTERSPEECH 2021, ISCA : International Speech and Communication Association, Aug 2021, Brno, Czech Republic ; https://www.interspeech2021.org (2021)
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Abstract:
International audience ; The temporal dimension of speech acoustics is rarely taken into account in automatic models for Speech Intelligibility evaluation, although the rhythmic recurrence of phonemes, syllables and prosodic groups are allegedly good predictors of speech intelligibility. The present study aims at unravelling those automatic parameters that best account for the different levels of the speech signal's rhythmic structure, and to evaluate their correlation with a perceptual intelligibility measure. The parameters are extracted from the Fourier Transform of the amplitude modulation of the signal (Envelope Modulation Spectrum) [1, 2]. A Lasso linear model for feature selection is first implemented to select the most relevant parameters, and a SVR regression analysis is run to reveal the best parameters' combination. Our analyses of EMS, using data from the French corpora of cancer speech C2SI [3], show strong performances of the automatic prediction, with a correlation of 0.70 between our model and an intelligibility evaluation score by speech-pathologists. In particular, the highest correlation with speech intelligibility lies in the ratio between the energy in the low frequency band (0.5-4 Hz that represents slow rhythmic modulations indicative of prosodic groups) and in the higher one (4-10 Hz that represents fast rhythmic modulations like phonemes).
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Keyword:
[INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL]; [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]; [INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing; Automatic Speech Processing; pathological speech; perceptual speech intelligibility; speech rhythm modeling
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URL: https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269227/file/Interspeech2021_1736_Paper.pdf https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269227 https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269227/document
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Construction of an automatic score for the evaluation of speech disorders among patients treated for a cancer of the oral cavity or the oropharynx: The Carcinologic Speech Severity Index
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In: ISSN: 1043-3074 ; EISSN: 1097-0347 ; Head and Neck ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03413678 ; Head and Neck, Wiley, In press, ⟨10.1002/hed.26903⟩ (2021)
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C2SI corpus: a database of speech disorder productions to assess intelligibility and quality of life in head and neck cancers
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In: ISSN: 1574-020X ; EISSN: 1574-0218 ; Language Resources and Evaluation ; https://hal.archives-ouvertes.fr/hal-02921918 ; Language Resources and Evaluation, Springer Verlag, 2021, 55 (1), pp.173-190. ⟨10.1007/s10579-020-09496-3⟩ ; https://link.springer.com/article/10.1007/s10579-020-09496-3 (2021)
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Construction d'un index holistique d'impact sur la communication des troubles de la parole chez les patients traités pour un cancer oral ou oropharyngé
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In: Séminaire AFCP 2021, Thème : Phonétique Clinique ; https://hal.archives-ouvertes.fr/hal-03258582 ; Séminaire AFCP 2021, Thème : Phonétique Clinique, May 2021, Toulouse (virtuel), France. 2021 ; http://www.afcp-parole.org/seminaire-afcp-phonetique-clinique-27-mai-2021/ (2021)
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Analyse des performances des algorithmes d'estimation de la fréquence fondamentale dans le cadre de la voix pathologique
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In: Séminaire AFCP 2021 – Phonétique Clinique ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269235 ; Séminaire AFCP 2021 – Phonétique Clinique, May 2021, Toulouse (virtuel), France ; http://www.afcp-parole.org/seminaire-afcp-phonetique-clinique-27-mai-2021/ (2021)
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L'identification automatique des différents bruits de gorge chez le sujet sain : une étude pilote
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In: Séminaire AFCP 2021 – Phonétique Clinique ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269247 ; Séminaire AFCP 2021 – Phonétique Clinique, May 2021, Toulouse (virtuel), France ; http://www.afcp-parole.org/seminaire-afcp-phonetique-clinique-27-mai-2021/ (2021)
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Une méthode automatique non supervisée pour évaluer le score de sévérité de la parole chez les patients traités pour un cancer ORL
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In: Séminaire AFCP 2021 – Phonétique Clinique ; https://hal-univ-tlse3.archives-ouvertes.fr/hal-03269228 ; Séminaire AFCP 2021 – Phonétique Clinique, May 2021, Toulouse (virtuel), France. 2021 ; http://www.afcp-parole.org/seminaire-afcp-phonetique-clinique-27-mai-2021/ (2021)
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La laryngophoniatrie du futur
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In: Congrès National de la Société Française d'ORL ; https://hal.archives-ouvertes.fr/hal-03365266 ; Congrès National de la Société Française d'ORL, 2021, Paris, France (2021)
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La laryngophoniatrie du futur
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In: Congrès National de la Société Française d'ORL ; https://hal.archives-ouvertes.fr/hal-03365266 ; Congrès National de la Société Française d'ORL, 2021, Paris, France (2021)
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Using automatic speech recognition to predict aided speech-in-noise intelligibility
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In: Speech In Noise Workshop ; https://hal.archives-ouvertes.fr/hal-02960442 ; Speech In Noise Workshop, Jan 2020, Toulouse, France ; https://2020.speech-in-noise.eu/?p=program&id=105 (2020)
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Functional impact of speech disorders in patients treated for oral or oropharyngeal cancer, assessed by perceptual and automatic measurements
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In: 2020 Motor Speech Conference ; https://hal.archives-ouvertes.fr/hal-02505380 ; 2020 Motor Speech Conference, Feb 2020, Santa Barbara, United States. ⟨10.13140/RG.2.2.35402.52168⟩ (2020)
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Effects of oral and oropharyngeal cancer on speech intelligibility using acoustic analysis: Systematic review
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In: ISSN: 1043-3074 ; EISSN: 1097-0347 ; Head and Neck ; https://hal.archives-ouvertes.fr/hal-02492761 ; Head and Neck, Wiley, 2020, 42 (1), pp.111-130. ⟨10.1002/hed.25949⟩ (2020)
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A new measure to predict the a priori performance of automatic transcription systems on reverberated speech
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In: Speech In Noise Workshop - SpiN 2019 ; https://hal.archives-ouvertes.fr/hal-02976602 ; Speech In Noise Workshop - SpiN 2019, Jan 2019, Ghent, Belgium ; https://spin2019.be/?p=program&id=86 (2019)
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The Airbus Air Traffic Control speech recognition 2018 challenge: towards ATC automatic transcription and call sign detection
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In: Proceedings of INTERSPEECH 2019 ; 20th Annual Conference of the International Speech Communication Association (INTERSPEECH 2019) ; https://hal.archives-ouvertes.fr/hal-02419437 ; 20th Annual Conference of the International Speech Communication Association (INTERSPEECH 2019), Sep 2019, Graz, Austria. pp.2993-2997 (2019)
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Interests of using Automatic Speech recognition for Speech-Language Therapists
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In: World Congress of the International Association of Logopedics and Phoniatrics ; https://hal.archives-ouvertes.fr/hal-03012571 ; World Congress of the International Association of Logopedics and Phoniatrics, IALP : International Association of Logopedics and Phoniatrics, Aug 2019, Taipei, Taiwan. pp.(electronic medium) ; http://www.ialptaipei2019.org/ (2019)
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EVOLEX : apport de la reconnaissance vocale pour le diagnostic des dysfonctionnements cognitifs légers
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In: Actes des 8e Journees de Phonetique Clinique ; 8e Journees de Phonetique Clinique (JPC 2019) ; https://hal.archives-ouvertes.fr/hal-02442023 ; 8e Journees de Phonetique Clinique (JPC 2019), May 2019, Mons, Belgique. pp.105-106 (2019)
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Comparaison de systèmes automatiques de reconnaissance grand vocabulaire appliqué à de la parole pathologique
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In: Actes des 8e Journees de Phonetique Clinique ; 8e Journees de Phonetique Clinique (JPC 2019) ; https://hal.archives-ouvertes.fr/hal-02421557 ; 8e Journees de Phonetique Clinique (JPC 2019), May 2019, Mons, Belgique. pp.53-54 (2019)
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Using automatic speech recognition for the prediction of impaired speech identification
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In: 11th Speech in Noise Workshop (SPiN 2019) ; https://hal.archives-ouvertes.fr/hal-02976603 ; 11th Speech in Noise Workshop (SPiN 2019), Jan 2019, Ghent, Belgium ; https://spin2019.be/?p=program&id=88 (2019)
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