• DocumentCode
    1659357
  • Title

    A study of multilingual speech features: perceptive scalogram based on wavelet analysis

  • Author

    Hossain, Md Iqbal ; Liu, James ; Lee, Raymond

  • Author_Institution
    Dept. of Comput., Hong Kong Polytech. Univ., Kowloon, Hong Kong
  • Volume
    2
  • fYear
    1999
  • fDate
    6/21/1905 12:00:00 AM
  • Firstpage
    178
  • Abstract
    In recent years adopted speech feature for automatic speech recognition system is degraded by the additive noise when the system is being used in real environments. In this respect a lot of efforts have been devoting to find the robust features. In this paper, we propose the use of perceptive scalogram, which is a kind of time-scale distribution of signal to approximate perception of speech. It provides a three-dimensional representation of speech signal spectra, with time represented on the x-axis and frequency on the y-axis. Gray scales are used to represent the third dimension, either the amplitudes (for scalograms) or the phase (for phase-shift diagrams), of the wavelet transform data. It takes considerations that speech and background noise has different perceptions on human beings, and speech signals are non-stationary. It is a time-scale distribution of signal, and uses wavelets as its analysis tool, which makes a good approximation of some hearing properties. Computer simulations show that the proposed perceptive scalogram is very robust to additive white Gaussian noise for different languages (e.g. English, Putonghua, Cantonese)
  • Keywords
    AWGN; speech recognition; wavelet transforms; Gray scales; additive nois; automatic speech recognition system; computer simulations; multilingual speech features; perceptive scalogram; time-scale distribution; wavelet analysis; wavelet transform data; wavelets; white Gaussian noise; Additive noise; Automatic speech recognition; Background noise; Degradation; Frequency; Humans; Noise robustness; Speech enhancement; Wavelet analysis; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on
  • Conference_Location
    Tokyo
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-5731-0
  • Type

    conf

  • DOI
    10.1109/ICSMC.1999.825229
  • Filename
    825229