Automatic Speech Recognition Systems for the Evaluation of Voice and Speech Disorders in Head and Neck Cancer

被引:0
|
作者
Andreas Maier
Tino Haderlein
Florian Stelzle
Elmar Nöth
Emeka Nkenke
Frank Rosanowski
Anne Schützenberger
Maria Schuster
机构
[1] Friedrich-Alexander University Erlangen-Nuremberg,Division of Phoniatrics and Pediatric Audiology, Erlangen University Hospital
[2] Friedrich-Alexander University Erlangen-Nuremberg,Department of Computer Science
[3] Friedrich-Alexander University Erlangen-Nuremberg,Department of Maxillofacial Surgery, Erlangen University Hospital
关键词
Automatic Speech Recognition; Speech Evaluation; Speech Intelligibility; Speech Disorder; Perceptual Evaluation;
D O I
暂无
中图分类号
学科分类号
摘要
In patients suffering from head and neck cancer, speech intelligibility is often restricted. For assessment and outcome measurements, automatic speech recognition systems have previously been shown to be appropriate for objective and quick evaluation of intelligibility. In this study we investigate the applicability of the method to speech disorders caused by head and neck cancer. Intelligibility was quantified by speech recognition on recordings of a standard text read by 41 German laryngectomized patients with cancer of the larynx or hypopharynx and 49 German patients who had suffered from oral cancer. The speech recognition provides the percentage of correctly recognized words of a sequence, that is, the word recognition rate. Automatic evaluation was compared to perceptual ratings by a panel of experts and to an age-matched control group. Both patient groups showed significantly lower word recognition rates than the control group. Automatic speech recognition yielded word recognition rates which complied with experts' evaluation of intelligibility on a significant level. Automatic speech recognition serves as a good means with low effort to objectify and quantify the most important aspect of pathologic speech—the intelligibility. The system was successfully applied to voice and speech disorders.
引用
收藏
相关论文
共 50 条
  • [1] Automatic Speech Recognition Systems for the Evaluation of Voice and Speech Disorders in Head and Neck Cancer
    Maier, Andreas
    Haderlein, Tino
    Stelzle, Florian
    Noeth, Elmar
    Nkenke, Emeka
    Rosanowski, Frank
    Schuetzenberger, Anne
    Schuster, Maria
    [J]. EURASIP JOURNAL ON AUDIO SPEECH AND MUSIC PROCESSING, 2010,
  • [2] PEAKS - A system for the automatic evaluation of voice and speech disorders
    Maier, A.
    Haderlein, T.
    Eysholdt, U.
    Rosanowski, F.
    Batliner, A.
    Schuster, M.
    Noeth, E.
    [J]. SPEECH COMMUNICATION, 2009, 51 (05) : 425 - 437
  • [3] Automatic speech recognition (ASR) and its use as a tool for assessment or therapy of voice, speech, and language disorders
    Kitzing, Peter
    Maier, Andreas
    Ahlander, Viveka Lyberg
    [J]. LOGOPEDICS PHONIATRICS VOCOLOGY, 2009, 34 (02) : 91 - 96
  • [4] Automatic speech recognition systems
    Catariov, A
    [J]. Information Technologies 2004, 2004, 5822 : 83 - 93
  • [5] Automatic Speech Recognition Technique For Voice Command
    Gupta, Anshul
    Patel, Nileshkumar
    Khan, Shabana
    [J]. 2014 INTERNATIONAL CONFERENCE ON SCIENCE ENGINEERING AND MANAGEMENT RESEARCH (ICSEMR), 2014,
  • [6] Interpreting Pretrained Speech Models for Automatic Speech Assessment of Voice Disorders
    Lau, Hok Shing
    Huntly, Mark
    Morgan, Nathon
    Iyenoma, Adesua
    Zeng, Biao
    Bashford, Tim
    [J]. ARTIFICIAL INTELLIGENCE IN HEALTHCARE, PT I, AIIH 2024, 2024, 14975 : 59 - 72
  • [7] SPEECH DISFLUENCIES MODELING IN AUTOMATIC SPEECH RECOGNITION SYSTEMS
    Vasilisa, Verkhodanova O.
    Alexey, Karpov A.
    [J]. TOMSK STATE UNIVERSITY JOURNAL, 2012, (363): : 10 - +
  • [8] Evaluation of an Automatic Speech Recognition Platform for Dysarthric Speech
    Calvo, Irene
    Tropea, Peppino
    Vigano, Mauro
    Scialla, Maria
    Cavalcante, Agnieszka B.
    Grajzer, Monika
    Gilardone, Marco
    Corbo, Massimo
    [J]. FOLIA PHONIATRICA ET LOGOPAEDICA, 2021, 73 (05) : 432 - 441
  • [9] AUTOMATIC SPEECH RECOGNITION FOR ACOUSTICAL ANALYSIS AND ASSESSMENT OF CANTONESE PATHOLOGICAL VOICE AND SPEECH
    Lee, Tan
    Liu, Yuanyuan
    Huang, Pei-Wen
    Chien, Jen-Tzung
    Lam, Wang Kong
    Yeung, Yu Ting
    Law, Thomas K. T.
    Lee, Kathy Y. S.
    Kong, Anthony Pak-Hin
    Law, Sam-Po
    [J]. 2016 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING PROCEEDINGS, 2016, : 6475 - 6479
  • [10] Voice and speech outcomes of chemoradiation for advanced head and neck cancer: a systematic review
    Jacobi, Irene
    van der Molen, Lisette
    Huiskens, Hermelinde
    Van Rossum, Maya A.
    Hilgers, Frans J. M.
    [J]. EUROPEAN ARCHIVES OF OTO-RHINO-LARYNGOLOGY, 2010, 267 (10) : 1495 - 1505