• DocumentCode
    321485
  • Title

    Phonetically adaptive cepstrum mean normalization for acoustic mismatch compensation

  • Author

    Morishima, Masatoshi ; Isobe, Toshihiro ; Takahashi, Jun-ichi

  • Author_Institution
    NTT Data Corp., Kanagawa, Japan
  • fYear
    1997
  • fDate
    14-17 Dec 1997
  • Firstpage
    436
  • Lastpage
    441
  • Abstract
    We propose a new technique that compensates for an acoustic mismatch. This technique is simple and can estimate the acoustic mismatch more accurately than conventional cepstrum mean normalization (CMN), because it takes into consideration the kind of phonemes and their frequency, and can calculate the acoustic mismatch in detail. In this procedure the acoustic mismatch can be estimated as the difference between the centroid vector of distorted speech and that of acoustic models. The cepstral mean of distorted speech is the centroid vector including the distortion. The centroid vector calculated from parameters of acoustic models is regarded as the centroid vector when the distorted speech is assumed to be clean speech. The acoustic models used for calculation are for phonemes that appear in the transcription of the speech. This technique achieves a high word error reduction rate of 73% for ordinary analog telephone speech and 70% for wireless telephone handset speech
  • Keywords
    cepstral analysis; errors; speech recognition; telephony; vectors; acoustic mismatch compensation; acoustic models; analog telephone speech; calculation; centroid vector; clean speech; phonemes; phonetically adaptive cepstrum mean normalization; speech distortion; speech processing; speech recognition; wireless telephone handset speech; word error reduction rate; Acoustic distortion; Background noise; Cepstral analysis; Cepstrum; Frequency estimation; Information technology; Laboratories; Speech enhancement; Speech recognition; Telephony;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Automatic Speech Recognition and Understanding, 1997. Proceedings., 1997 IEEE Workshop on
  • Conference_Location
    Santa Barbara, CA
  • Print_ISBN
    0-7803-3698-4
  • Type

    conf

  • DOI
    10.1109/ASRU.1997.659121
  • Filename
    659121