Multicasting of digital images over erasure broadcast channels using rateless codes

Maria Fresia, Ozgun Y. Bursalioglu, Giuseppe Caire, H. Vincent Poor

Research output: Chapter in Book/Report/Conference proceedingConference contribution

3 Scopus citations

Abstract

In this paper, the multicasting of digitally encoded images on a heterogeneous network is considered. In order to obtain analytically tractable problems, the wavelet transform coefficients of a digital image are modeled as a set of parallel Gaussian sources. Also, a general network transport mechanism subject to packet losses is modeled as an erasure broadcast channel where users are affected by possibly very different erasure probabilities. In the proposed setting, the convex nature of the rate distortion function allows relevant optimization problems corresponding to various performance criteria to be solved. The solutions of these optimization problems serve as starting points for the design of source-channel codes based on embedded scalar quantization, on linear rateless encoders that map directly the (redundant) bits generated by the quantizer into channel symbols, and on progressive transmission of the encoded symbols organized into "layers", such that users with higher capacity achieve better end-to-end distortion. At the decoders, iterative belief propagation decoding, multi-stage sequential decoding of the layers and soft-bit reconstruction are used. Numerical experiment sshow that 1) the proposed model is sufficiently accurate to provide system design guidelines for the case of real-life images, and 2) the proposed coding scheme achieves rate-distortion performance very close to the theoretical optimum.

Original languageEnglish (US)
Title of host publication2009 IEEE Sarnoff Symposium, SARNOFF 2009 - Conference Proceedings
DOIs
StatePublished - Jul 23 2009
Event2009 IEEE Sarnoff Symposium, SARNOFF 2009 - Princeton, NJ, United States
Duration: Mar 30 2009Apr 1 2009

Publication series

Name2009 IEEE Sarnoff Symposium, SARNOFF 2009 - Conference Proceedings

Other

Other2009 IEEE Sarnoff Symposium, SARNOFF 2009
CountryUnited States
CityPrinceton, NJ
Period3/30/094/1/09

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Electrical and Electronic Engineering
  • Communication

Fingerprint Dive into the research topics of 'Multicasting of digital images over erasure broadcast channels using rateless codes'. Together they form a unique fingerprint.

  • Cite this

    Fresia, M., Bursalioglu, O. Y., Caire, G., & Poor, H. V. (2009). Multicasting of digital images over erasure broadcast channels using rateless codes. In 2009 IEEE Sarnoff Symposium, SARNOFF 2009 - Conference Proceedings [4850371] (2009 IEEE Sarnoff Symposium, SARNOFF 2009 - Conference Proceedings). https://doi.org/10.1109/SARNOF.2009.4850371