• DocumentCode
    290044
  • Title

    Integrating RASTA-PLP into speech recognition

  • Author

    Koehler, Joachim ; Morgan, Nelson ; Hermansky, Hynek ; Hirsch, H Guenter ; Tong, Grace

  • Author_Institution
    California Univ., Berkeley, CA, USA
  • Volume
    i
  • fYear
    1994
  • fDate
    19-22 Apr 1994
  • Abstract
    In previous work, we and others have shown that bandpass filtering of temporal trajectories of simple functions of the critical band spectrum can lead to more robust speech recognizers in the presence of additive and convolutional error. In this study we report results on several mechanisms for incorporating this analysis technique into training, in a way that is consistent with on-line approaches to speech recognition. In particular, we show improved robustness to these forms of degradation for a system that maps the filtered spectral points using a linear regression computed from results of the different transformations
  • Keywords
    band-pass filters; filtering theory; hidden Markov models; noise; spectral analysis; speech processing; speech recognition; HMM; RASTA-PLP; additive error; analysis technique; bandpass filtering; convolutional error; critical band spectrum; filtered spectral points; linear regression; on-line approaches; robust speech recognizers; speech recognition; temporal trajectories; training; transformations; Additive noise; Band pass filters; Convolution; Frequency estimation; Noise generators; Noise level; Noise shaping; Robustness; Speech enhancement; Speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 1994. ICASSP-94., 1994 IEEE International Conference on
  • Conference_Location
    Adelaide, SA
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-1775-0
  • Type

    conf

  • DOI
    10.1109/ICASSP.1994.389266
  • Filename
    389266