Side-Information Scalable Source Coding

被引:35
|
作者
Tian, Chao [1 ]
Diggavi, Suhas N. [1 ]
机构
[1] Ecole Polytech Fed Lausanne, Sch Comp & Commun Sci, CH-1015 Lausanne, Switzerland
关键词
Scalable source coding; side information; successive refinement;
D O I
10.1109/TIT.2008.2006399
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
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.
引用
收藏
页码:5591 / 5608
页数:18
相关论文
共 50 条
  • [1] On Scalable Source Coding Problem with Side Information Privacy
    Lu, Jian
    Xu, Yinfei
    Zhu, Zhenchao
    2022 14TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS AND SIGNAL PROCESSING, WCSP, 2022, : 415 - 420
  • [2] Two Lossy Source Coding Problems with Causal Side-Information
    Timo, Roy
    Vellambi, Badri N.
    2009 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1- 4, 2009, : 1040 - 1044
  • [3] Superposition coding for side-information channels
    Bennatan, A
    Burshtein, D
    Caire, G
    Shamai, S
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (05) : 1872 - 1889
  • [4] Secure Source Coding with Side-information at Decoder and Shared Key at Encoder and Decoder
    Ghourchian, Hamid
    Stavrou, Photios A.
    Oechtering, Tobias J.
    Skoglund, Mikael
    2021 IEEE INFORMATION THEORY WORKSHOP (ITW), 2021,
  • [5] An Information-Spectrum Approach to Weak Variable-Length Source Coding With Side-Information
    Kuzuoka, Shigeaki
    Watanabe, Shun
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2015, 61 (06) : 3559 - 3573
  • [6] Scalable Source Coding With Causal Side Information and a Causal Helper
    Bross, Shraga, I
    2020 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2020, : 2405 - 2409
  • [7] Non-Asymptotic and Second-Order Achievability Bounds for Source Coding With Side-Information
    Watanabe, Shun
    Kuzuoka, Shigeaki
    Tan, Vincent Y. F.
    2013 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS (ISIT), 2013, : 3055 - +
  • [8] Nonasymptotic and Second-Order Achievability Bounds for Coding With Side-Information
    Watanabe, Shun
    Kuzuoka, Shigeaki
    Tan, Vincent Y. F.
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2015, 61 (04) : 1574 - 1605
  • [9] Side-Information Generation for Temporally and Spatially Scalable Wyner-Ziv Codecs
    Bruno Macchiavello
    Fernanda Brandi
    Eduardo Peixoto
    Ricardo L. de Queiroz
    Debargha Mukherjee
    EURASIP Journal on Image and Video Processing, 2009
  • [10] Rate Distortion With Side-Information at Many Decoders
    Timo, Roy
    Chan, Terence
    Grant, Alex
    IEEE TRANSACTIONS ON INFORMATION THEORY, 2011, 57 (08) : 5240 - 5257