• DocumentCode
    3178342
  • Title

    Fourier-Bessel cepstral coefficients for robust speech recognition

  • Author

    Prakash, Chetana ; Gangashetty, Suryakanth V.

  • Author_Institution
    Speech & Vision Lab., Int. Inst. of Inf. Technol., Hyderabad, India
  • fYear
    2012
  • fDate
    22-25 July 2012
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    In this paper we propose Fourier-Bessel cepstral coefficients (FBCC) features for robust speech recognition. The Fourier-Bessel representation of the speech signal is obtained using Bessel function as a basis set. The FBCC are extracted from zeroth order Bessel coefficients taking into account of the perceptual characteristics of human auditory system. Recognition accuracy is measured using the CMU SPHINX-III speech recognition system using the DARPA Resource Management (RM) speech corpus for training and testing. We evaluate the FBCC in a common experimental set up and compare their performance against traditional technique such as the Mel-frequency cepstral coefficients (MFCC) for various noise conditions. The recognition accuracy is found to be better using FBCC features in comparison with MFCC features under noisy condition data.
  • Keywords
    Bessel functions; Fourier analysis; feature extraction; signal representation; speech recognition; Bessel function; CMU SPHINX-III speech recognition system; DARPA resource management speech corpus; FBCC feature extraction; Fourier-Bessel cepstral coefficients; Fourier-Bessel representation; MFCC; Mel-frequency cepstral coefficients; RM speech corpus; human auditory system; perceptual characteristics; robust speech recognition; speech signal representation; zeroth order Bessel coefficients; Accuracy; Hidden Markov models; Mel frequency cepstral coefficient; Noise; Speech; Speech recognition; Bessel expansion; FBCC; MFCC; zeroth order Bessel coefficients;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing and Communications (SPCOM), 2012 International Conference on
  • Conference_Location
    Bangalore
  • Print_ISBN
    978-1-4673-2013-9
  • Type

    conf

  • DOI
    10.1109/SPCOM.2012.6290031
  • Filename
    6290031