• DocumentCode
    2347920
  • Title

    Incorporating the human hearing properties in the GSVD-based approach for speech enhancement

  • Author

    Geravanchizadeh, Masoud ; Sardaroudi, Sanaz Ghaemi

  • Author_Institution
    Fac. of Electr. & Comput. Eng., Univ. of Tabriz, Tabriz, Iran
  • fYear
    2010
  • fDate
    3-5 March 2010
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    A perceptually motivated subspace-based approach is proposed for the enhancement of speech corrupted by colored noise. The proposed approach takes into account the frequency masking properties of the human auditory system and reduces the perceptual effect of the residual noise. A new GSVD-based approach, called perceptually constrained GSVD (PCGSVD), is proposed, where the difference from the previously proposed truncated QSVD-based approach is clearly indicated. Closed-form solution is obtained for the PCGSVD enhancement approach. Very carefully performed objective evaluations and subjective tests show that the PCGSVD approach proposed here can offer improved speech quality, and intelligibility in the case of stationary and nonstationary noises, especially when the additive noise is nonwhite.
  • Keywords
    hearing; noise; singular value decomposition; speech enhancement; GSVD-based approach; additive noise; colored noise; frequency masking properties; generalized singular value decomposition method; human auditory system; human hearing properties; nonstationary noises; perceptually constrained GSVD approach; residual noise; speech enhancement; speech quality; stationary noises; subspace-based approach; Additive noise; Auditory system; Closed-form solution; Colored noise; Frequency; Humans; Noise reduction; Performance evaluation; Speech enhancement; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, Control and Signal Processing (ISCCSP), 2010 4th International Symposium on
  • Conference_Location
    Limassol
  • Print_ISBN
    978-1-4244-6285-8
  • Type

    conf

  • DOI
    10.1109/ISCCSP.2010.5463380
  • Filename
    5463380