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
  • [21] Channel coding with strictly casual colored side-information at transmitter
    Prabhakaran, Vinod
    Tse, David
    Ramchandran, Kannan
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS, VOLS 1-7, 2007, : 371 - +
  • [22] On source encoding with side-information under ambiguous state of nature
    Ishwar, Prakash
    Prabhakaran, Vinod
    Ramchandran, Karman
    2006 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY, VOLS 1-6, PROCEEDINGS, 2006, : 479 - +
  • [23] On scalable source coding with decoder side informations
    Tian, Chao
    Diggavi, Suhas N.
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS, VOLS 1-7, 2007, : 1461 - 1465
  • [24] 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
  • [25] Superposition Coding for Wireless Butterfly Network with Partial Network Side-Information
    Uricar, Tomas
    Sykora, Jan
    Qian, Bin
    Mow, Wai Ho
    2013 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE WORKSHOPS (WCNCW), 2013, : 149 - 154
  • [26] On Scalable Coding in the Presence of Decoder Side Information
    Akyol, Emrah
    Mitra, Urbashi
    Tuncel, Ertem
    Rose, Kenneth
    2014 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2014, : 2052 - 2056
  • [27] Side-Information Generation for Temporally and Spatially Scalable Wyner-Ziv Codecs
    Macchiavello, Bruno
    Brandi, Fernanda
    Peixoto, Eduardo
    de Queiroz, Ricardo L.
    Mukherjee, Debargha
    EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2009,
  • [28] 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
  • [29] Side-information in Control and Estimation
    Ramnarayan, Govind
    Ranade, Gireeja
    Sahai, Anant
    2014 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2014, : 171 - 175
  • [30] On source coding with coded side information for a binary source with binary side information
    Gu, WeiHsin
    Koetter, Ralf
    Effros, Michelle
    Ho, Tracey
    2007 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY PROCEEDINGS, VOLS 1-7, 2007, : 1456 - +