Title :
A factor graph framework for joint source-channel decoding of images
Author :
Kozintsev, Igor ; Koetter, Ralf ; Ramchandran, Kannan
Author_Institution :
Illinois Univ., Urbana, IL, USA
Abstract :
We propose a framework for iterative joint source-channel decoding for communication with a fidelity criterion. We consider a class of source models that are used in current state-of-the-art transform image coding schemes. We construct a global graphical model that includes both the channel coding redundancy and the source model and we apply the sum-product algorithm to estimate the transmitted signal with minimum distortion. Our results show the promise of our framework for improving over existing techniques of digital communication.
Keywords :
combined source-channel coding; digital communication; graph theory; hidden Markov models; image coding; iterative decoding; transform coding; channel coding redundancy; digital communication; factor graph; fidelity criterion; frame error rate; global graphical model; hidden Markov model; image decoding; iterative joint source-channel decoding; minimum distortion; source model; source models; sum-product algorithm; transform image coding; transmitted signal estimation; Channel coding; Communication systems; Digital communication; Distortion; Error correction codes; Graphical models; Iterative decoding; Redundancy; Source coding; Sum product algorithm;
Conference_Titel :
Signals, Systems, and Computers, 1999. Conference Record of the Thirty-Third Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
Print_ISBN :
0-7803-5700-0
DOI :
10.1109/ACSSC.1999.832345