• DocumentCode
    2541163
  • Title

    Direct control on modulation spectrum for noise-robust speech recognition and spectral subtraction

  • Author

    Wada, Naoya ; Hayasaka, Noboru ; Yoshizawa, Shingo ; Miyanaga, Yoshikazu

  • Author_Institution
    Graduate Sch. of Inf. Sci. & Technol., Hokkaido Univ.
  • fYear
    2006
  • fDate
    21-24 May 2006
  • Lastpage
    2536
  • Abstract
    On the modulation spectral domain, speech components and noise components can be separated by their modulation spectral bands. Although conventional methods extract speech components using band-pass filtering on running spectrum, those extractions are affected by limitation of filtering such as stability, filter steepness, etc. Instead of it, this paper proposes modulation spectral control which realizes the feature extraction of modulation spectral bands with weighting factors on modulation spectral domain. It is free from those limitations and enables flexible extraction of specific modulation spectral bands. The combination of it and spectral subtraction shows outstanding performance and flexibility for the variety of noise in speech recognition experiments
  • Keywords
    feature extraction; modulation; signal denoising; spectral analysis; speech processing; speech recognition; band-pass filtering; feature extraction; modulation spectral bands; modulation spectral control; modulation spectral domain; modulation spectrum; noise components; noise-robust speech recognition; running spectrum; spectral subtraction; speech components; Band pass filters; Filtering; Finite impulse response filter; Frequency; IIR filters; Noise robustness; Speech analysis; Speech enhancement; Speech recognition; Working environment noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
  • Conference_Location
    Island of Kos
  • Print_ISBN
    0-7803-9389-9
  • Type

    conf

  • DOI
    10.1109/ISCAS.2006.1693139
  • Filename
    1693139