• DocumentCode
    353727
  • Title

    Specialized acoustic models for hyperarticulated speech

  • Author

    Soltau, Hagen ; Waibel, Alex

  • Author_Institution
    Karlsruhe Univ., Germany
  • Volume
    3
  • fYear
    2000
  • fDate
    2000
  • Firstpage
    1779
  • Abstract
    This study aims to improve the performance of automatic speech recognizers at hyperarticulated speech. Hyperarticulation often occur as a strategy to recover previous recognition errors in spoken dialogue systems. Contrary to this intention a significant performance degradation can be observed at hyperarticulation. In this paper we present an analysis of features that caused the performance loss. The average phone duration is nearby 20% longer. Pitch contour and fundamental frequency change significantly at hyperarticulation. We report on adapting acoustic and transition models to hyperarticulated speech. We achieved a word error reduction about 23% at hyperarticulation
  • Keywords
    speech recognition; automatic speech recognizers; average phone duration; fundamental frequency; hyperarticulated speech; performance degradation; pitch contour; recognition errors; specialized acoustic model; spoken dialogue systems; word error; Cepstral analysis; Degradation; Error analysis; Humans; Interactive systems; Laboratories; Performance analysis; Spatial databases; Speech analysis; Speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
  • Conference_Location
    Istanbul
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-6293-4
  • Type

    conf

  • DOI
    10.1109/ICASSP.2000.862098
  • Filename
    862098