• DocumentCode
    1302353
  • Title

    Successive Coding of Correlated Sources

  • Author

    Nayak, Jayanth ; Tuncel, Ertem

  • Author_Institution
    Dept. of Electr. Eng., Univ. of California, Riverside, CA, USA
  • Volume
    55
  • Issue
    9
  • fYear
    2009
  • Firstpage
    4286
  • Lastpage
    4298
  • Abstract
    The rate-distortion (RD) problem for two-layer coding of a pair (X,Y) of correlated sources is considered. The first layer information enables reconstruction of X within a certain distortion DX, while reception of both layers additionally enables reconstruction of Y within distortion DY. Although this problem is a special case of the successive refinement problem, the computation of the RD region for this scenario is nontrivial. Using a general class of outer bounds (analogous to Shannon lower bound in the classical RD theory) to the successive refinement rate-distortion region, the successive coding RD region for the case where (X,Y) is a jointly Gaussian pair and the distortion measure is squared-error is explicitly characterized.
  • Keywords
    rate distortion theory; source coding; correlated sources; rate-distortion problem; successive coding; successive refinement problem; two-layer coding; Base stations; Cameras; Detectors; Distortion measurement; Fires; Humidity; Information theory; Source coding; Temperature distribution; Video surveillance; Rate–distortion (RD); Shannon lower bound; successive coding; successive refinement;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2009.2025557
  • Filename
    5208477