• DocumentCode
    703524
  • Title

    The performance of a novel pre-processor for the learning vector quantisation classifier

  • Author

    Kelleher, H. ; Chilton, E.

  • Author_Institution
    Sch. of Electron. Eng., Inf. Technol. & Math., Univ. of Surrey, Guildford, UK
  • fYear
    1998
  • fDate
    8-11 Sept. 1998
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In this paper a novel pre-processing technique, known as the pseudo-cepstrum, is described. The technique is applied to a speaker independent, continuous speech recogniser, using Learning Vector Quantisation (LVQ) for the classification stage. The results of a set of performance comparisons between the pseudo-cepstrum, the conventional log-cepstrum and linear prediction will be presented. For each of these three pre-processors the effect of using a mixture of instantaneous, and first and second time differences are investigated. It will be shown that the pseudo-cepstrum, using a mixture of instantaneous and first time differences gives superior results. When this is translated into the lip shape classification, which is the intended output of this recognition system, the results are further improved.
  • Keywords
    program processors; speaker recognition; speech coding; vector quantisation; LVQ; conventional log-cepstrum; first time difference; instantaneous difference; learning vector quantisation classifier; linear prediction; lip shape classification; pre-processing technique; pre-processor; pseudo-cepstrum; second time difference; speaker independent continuous speech recogniser; Cepstrum; Shape; Speech; Speech recognition; Training; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference (EUSIPCO 1998), 9th European
  • Conference_Location
    Rhodes
  • Print_ISBN
    978-960-7620-06-4
  • Type

    conf

  • Filename
    7089995