• DocumentCode
    310574
  • Title

    Speaker normalization based on frequency warping

  • Author

    Zhan, Puming ; Westphal, Martin

  • Author_Institution
    Interactive Syst. Labs., Carnegie Mellon Univ., Pittsburgh, PA, USA
  • Volume
    2
  • fYear
    1997
  • fDate
    21-24 Apr 1997
  • Firstpage
    1039
  • Abstract
    In speech recognition, speaker-dependence of a speech recognition system comes from speaker-dependence of the speech feature, and the variation of vocal tract shape is the major source of inter-speaker variations of the speech feature, though there are some other sources which also contribute. In this paper, we address the approach of speaker normalization which aims at normalizing speaker´s vocal tract length based on frequency warping (FWP). The FWP is implemented in the front-end preprocessing of our speech recognition system. We investigate the formant-based and ML-based FWP in linear and nonlinear warping modes, and compare them in detail. All experimental results are based on our JANUS3 large vocabulary continuous speech recognition system and the Spanish Spontaneous Scheduling Task database (SSST)
  • Keywords
    feature extraction; maximum likelihood estimation; speech processing; speech recognition; JANUS3 large vocabulary continuous speech recognition system; Spanish Spontaneous Scheduling Task database; formant-based frequency warping; frequency warping; front-end preprocessing; inter-speaker variations; linear warping modes; maximum-likelihood-based frequency warping; nonlinear warping modes; speaker normalization; speech feature; speech recognition; vocal tract length; vocal tract shape; Context modeling; Databases; Frequency; Interactive systems; Laboratories; Nonlinear distortion; Shape; Speech enhancement; Speech recognition; Vocabulary;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1997. ICASSP-97., 1997 IEEE International Conference on
  • Conference_Location
    Munich
  • ISSN
    1520-6149
  • Print_ISBN
    0-8186-7919-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1997.596118
  • Filename
    596118