• DocumentCode
    991477
  • Title

    Side-Information Scalable Source Coding

  • Author

    Tian, Chao ; Diggavi, Suhas N.

  • Author_Institution
    Sch. of Comput. & Commun. Sci., Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne
  • Volume
    54
  • Issue
    12
  • fYear
    2008
  • Firstpage
    5591
  • Lastpage
    5608
  • Abstract
    We consider the problem of side-information scalable (SI-scalable) source coding, where the encoder constructs a two-layer description, such that the receiver with high quality side information will be able to use only the first layer to reconstruct the source in a lossy manner, while the receiver with low quality side information will have to receive both layers in order to decode. We provide inner and outer bounds to the rate-distortion (R-D) region for general discrete memoryless sources. The achievable region is tight when either one of the decoders requires a lossless reconstruction, and when the distortion measures are degraded and deterministic. Furthermore, the gap between the inner and the outer bounds can be bounded by certain constants when the squared error distortion measure is used. The notion of perfect scalability is introduced, for which necessary and sufficient conditions are given for sources satisfying a mild support condition. Using SI-scalable coding and successive refinement Wyner-Ziv coding as basic building blocks, we provide a complete characterization of the rate-distortion region for the important quadratic Gaussian source with multiple jointly Gaussian side informations, where the side information quality is not necessarily monotonic along the scalable coding order. A partial result is provided for the doubly symmetric binary source under the Hamming distortion measure when the worse side information is a constant, for which one of the outer bounds is strictly tighter than the other.
  • Keywords
    memoryless systems; rate distortion theory; source coding; Hamming distortion measure; distortion measures; doubly symmetric binary source; general discrete memoryless sources; high quality side information; inner bound; lossless reconstruction; multiple jointly Gaussian side information; necessary condition; outer bound; quadratic Gaussian source; rate-distortion region; receiver; scalable coding order; side-information scalable source coding; squared error distortion measure; successive refinement Wyner-Ziv coding; sufficient condition; two-layer description; Broadcasting; Chaos; Communication systems; Decoding; Degradation; Distortion measurement; Loss measurement; Scalability; Source coding; Sufficient conditions; Scalable source coding; side information; successive refinement;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2008.2006399
  • Filename
    4675721