• DocumentCode
    1122103
  • Title

    Empirical Lower Bound on the Bitrate for the Transparent Memoryless Coding of Wideband LPC Parameters

  • Author

    So, Stephen ; Paliwal, Kuldip K.

  • Author_Institution
    Griffith Sch. of Eng., Griffith Univ., Gold Coast, Qld.
  • Volume
    13
  • Issue
    9
  • fYear
    2006
  • Firstpage
    569
  • Lastpage
    572
  • Abstract
    In this letter, we determine empirical lower bounds on the bitrate required to transparently code linear predictive coding (LPC) parameters derived from wideband speech. This is achieved via extrapolation of the operating distortion-rate curve of an unconstrained vector quantizer that is trained using artificial vectors generated by a Gaussian mixture model. Memoryless coding is considered and two competing LPC parameter representations are investigated. Our results show a lower bound of 31 bits/frame when assuming high-rate linearity in the operating distortion-rate curve and 35 bits/frame for an exponential curve. We also evaluate a recent quantization scheme and compare its performance against this lower bound
  • Keywords
    Gaussian processes; extrapolation; linear predictive coding; memoryless systems; rate distortion theory; speech coding; vector quantisation; Gaussian mixture model; LPC parameter; empirical lower bound; extrapolation; linear predictive coding; operating distortion-rate curve; transparent memoryless coding; unconstrained vector quantizer; wideband speech; Australia; Bit rate; Frequency; Gold; Linear predictive coding; Narrowband; Quantization; Speech coding; Vectors; Wideband; Immittance spectral pairs; line spectral frequencies (LSFs); linear predictive coding (LPC) parameters; wideband speech;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2006.874444
  • Filename
    1673422