• DocumentCode
    1060270
  • Title

    Audible Noise Reduction in Eigendomain for Speech Enhancement

  • Author

    You, Chang Huai ; Rahardja, Susanto ; Koh, Soo Ngee

  • Author_Institution
    Inst. for Infocomm Res., Singapore
  • Volume
    15
  • Issue
    6
  • fYear
    2007
  • Firstpage
    1753
  • Lastpage
    1765
  • Abstract
    A signal subspace scheme based on masking properties is proposed for enhancement of speech degraded by additive noise. Since the masking properties are related to the critical frequency band that is derived from the characteristics of human cochlea, the incorporation of masking threshold into a subspace technique requires the transformation between the frequency and eigen domains. We present and apply an invertible transformation between the frequency and eigen domains. In this paper, we use masking properties of the human auditory system to define the audible noise quantity in the eigendomain. We derive the eigen-decomposition of the estimated speech autocorrelation matrix with the assumption of white noise. Subsequently, an audible noise reduction scheme is developed based on a signal subspace technique, and the implementation of our proposed scheme is outlined. We further extend the scheme to the colored noise case. Simulation results show the superiority of our proposed scheme over other existing subspace methods in terms of segmental signal-to-noise ratio (SNR), perceptual evaluation of speech quality (PESQ), modified Bark spectral distortion (MBSD), spectrogram and informal listening tests.
  • Keywords
    matrix algebra; speech enhancement; speech intelligibility; additive noise; audible noise reduction; human auditory system; human cochlea; invertible transformation; masking threshold; modified Bark spectral distortion; perceptual evaluation of speech quality; signal subspace technique; signal-to-noise ratio; speech autocorrelation matrix; speech enhancement eigendomain; Acoustic noise; Additive noise; Auditory system; Degradation; Frequency; Humans; Masking threshold; Signal to noise ratio; Speech coding; Speech enhancement; Audible noise reduction; eigen-decomposition; masking properties; signal subspace; speech enhancement;
  • fLanguage
    English
  • Journal_Title
    Audio, Speech, and Language Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1558-7916
  • Type

    jour

  • DOI
    10.1109/TASL.2007.899288
  • Filename
    4276768