• DocumentCode
    2202343
  • Title

    New rate distortion bounds for speech coding based on composite source models

  • Author

    Gibson, Jerry D. ; Hu, Jing ; Ramadas, Pravin

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of California, Santa Barbara, CA, USA
  • fYear
    2010
  • fDate
    Jan. 31 2010-Feb. 5 2010
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    We present new rate distortion bounds for speech coding based upon new composite source models for speech and conditional rate distortion theory. The composite source models are constructed by classifying each sentence as Voiced (V), Unvoiced (UV), Onset (ON), Hangover (H), and Silence (S). A 10th order AR model is used for the V mode, 4th order AR models are used for the ON and H modes, and the UV mode is modeled as uncorrelated. Marginal rate distortion functions are computed for each mode and combined to produce conditional rate distortion bounds based on unweighted and weighted mean squared error distortion measures. For unweighted distortion measures, the new bounds imply that good performance is attainable at rates as low as 0.25 bits/sample for narrowband speech.
  • Keywords
    rate distortion theory; speech coding; composite source models; narrowband speech; rate distortion bounds; speech coding; unweighted distortion; Digital signal processing; Distortion measurement; Mathematical model; Narrowband; Predictive models; Rate distortion theory; Rate-distortion; Speech codecs; Speech coding; Speech processing; composite source models for speech; rate distortion bounds for speech; speech codec performance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Theory and Applications Workshop (ITA), 2010
  • Conference_Location
    San Diego, CA
  • Print_ISBN
    978-1-4244-7012-9
  • Electronic_ISBN
    978-1-4244-7014-3
  • Type

    conf

  • DOI
    10.1109/ITA.2010.5454133
  • Filename
    5454133