• DocumentCode
    151249
  • Title

    Spectral tilt modelling with extrapolated GMMs for intelligibility enhancement of narrowband telephone speech

  • Author

    Jokinen, Esa ; Remes, Ulpu ; Takanen, Marko ; Palomaki, Kalle ; Kurimo, Mikko ; Alku, Paavo

  • Author_Institution
    Dept. of Signal Process. & Acoust., Aalto Univ., Espoo, Finland
  • fYear
    2014
  • fDate
    8-11 Sept. 2014
  • Firstpage
    164
  • Lastpage
    168
  • Abstract
    Post-processing methods are used in mobile communications to improve the intelligibility of speech in adverse background noise conditions. In this study, post-processing based on the modification of the spectral tilt with Gaussian mixture models according to the Lombard effect is investigated. A spectral envelope estimation method is studied and optimized for this purpose. Furthermore, the extrapolation of the statistical mapping in a post-processing context is investigated. The proposed post-processing methods are compared to unprocessed speech and a reference method in subjective intelligibility and quality tests in different near-end noise conditions. The results indicate that one of the extrapolated methods achieved the same intelligibility as fixed high-pass filtering without degrading the quality of speech.
  • Keywords
    Gaussian processes; estimation theory; extrapolation; mixture models; speech enhancement; speech intelligibility; Gaussian mixture models; Lombard effect; adverse background noise conditions; extrapolation; intelligibility enhancement; mobile communications; narrowband telephone speech; near-end noise conditions; post-processing methods; quality tests; spectral envelope estimation method; spectral tilt; speech intelligibility; statistical mapping; subjective intelligibility; Acoustics; Estimation; Iron; Signal to noise ratio; Speech; Speech enhancement; Gaussian mixture model; Intelligibility enhancement; extrapolation; spectral envelope estimation; telephone speech;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustic Signal Enhancement (IWAENC), 2014 14th International Workshop on
  • Conference_Location
    Juan-les-Pins
  • Type

    conf

  • DOI
    10.1109/IWAENC.2014.6953999
  • Filename
    6953999