• DocumentCode
    2944719
  • Title

    Hybrid Scalar/Vector Quantization of Mel-Frequency Cepstral Coefficients for Low Bit-Rate Coding of Speech

  • Author

    Boucheron, Laura E. ; Leon, Phillip L De ; Sandoval, Steven

  • Author_Institution
    Klipsch Sch. of Electr. & Comput. Eng., New Mexico State Univ., Las Cruces, NM, USA
  • fYear
    2011
  • fDate
    29-31 March 2011
  • Firstpage
    103
  • Lastpage
    112
  • Abstract
    In this paper, we propose a low bit-rate speech codec based on a hybrid scalar/vector quantization of the mel-frequency cepstral coefficients (MFCCs). We begin by showing that if a high-resolution mel-frequency cepstrum (MFC) is computed, good-quality speech reconstruction is possible from the MFCCs despite the lack of explicit phase information. By evaluating the contribution toward speech quality that individual MFCCs make and applying appropriate quantization, our results show perceptual evaluation of speech quality (PESQ) of the MFCC-based codec matches the state-of-the-art MELPe codec at 600 bps and exceeds the CELP codec at 2000-4000 bps coding rates. The main advantage of the proposed codec is in distributed speech recognition (DSR) since speech features based on MFCCs can be directly obtained from code words thus eliminating additional decode and feature extract stages.
  • Keywords
    cepstral analysis; feature extraction; speech codecs; speech coding; speech recognition; vector quantisation; distributed speech recognition; explicit phase information; feature extraction; hybrid scalar-vector quantization; mel-frequency cepstral coefficients; speech coding; speech features; speech quality; speech reconstruction; Codecs; Mel frequency cepstral coefficient; Speech; Speech coding; Speech processing; Speech recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Data Compression Conference (DCC), 2011
  • Conference_Location
    Snowbird, UT
  • ISSN
    1068-0314
  • Print_ISBN
    978-1-61284-279-0
  • Type

    conf

  • DOI
    10.1109/DCC.2011.17
  • Filename
    5749468