• DocumentCode
    455421
  • Title

    Multichannel Speech Enhancement Based on Speech Spectral Magnitude Estimation Using Generalized Gamma Prior Distribution

  • Author

    Dat, Tran Huy ; Takeda, Kazuya ; Itakura, Fumitada

  • Author_Institution
    Inst. for Infocomm Res.
  • Volume
    4
  • fYear
    2006
  • fDate
    14-19 May 2006
  • Abstract
    We present multichannel speech enhancement method based on MAP speech spectral magnitude estimation using a generalized gamma model of speech prior distribution, where the model parameters are adapted from actual noisy speech in a frame-by-frame manner. The utilization of a more general prior distribution with its online estimation is shown to be effective for speech spectral estimation. We tested the proposed algorithm in an in-car speech database and obtained significant improvements on the speech recognition performance, particularly under nonstationary noise conditions such as music, air-conditioner and open window
  • Keywords
    gamma distribution; maximum likelihood estimation; speech enhancement; speech recognition; MAP estimation; generalized gamma prior distribution; in-car speech database; multichannel speech enhancement; noisy speech; speech recognition performance; speech spectral magnitude estimation; Acoustic noise; Additive noise; Array signal processing; Covariance matrix; Gaussian noise; Parameter estimation; Speech enhancement; Speech recognition; Testing; Transfer functions;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
  • Conference_Location
    Toulouse
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0469-X
  • Type

    conf

  • DOI
    10.1109/ICASSP.2006.1661177
  • Filename
    1661177