A framework for joint source-channel coding using factor graphs. I. Kozintsev R. Koetter and K. Ramchandran. A FRAMEWORK FOR JOINT SOURCE-CHANNEL CODING USING FACTOR GRAPHS
نویسندگان
چکیده
We propose a novel factor graph framework for joint source-channel coding for communication with a-delity 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 graph-ical 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 by exploiting the residual redundancy in the source after the source coding.
منابع مشابه
Multiresolution joint source-channel coding using embedded constellations for power-constrained time-varying channels
CONSTELLATIONS FOR POWER-CONSTRAINED TIME-VARYING CHANNELS. Igor Kozintsev Kannan Ramchandran Beckman Institute and ECE Dept. University of Illinois at Urbana-Champaign, Urbana, IL 61801 [email protected], [email protected] ABSTRACT We explore joint source-channel coding (JSCC) for time-varying (slow-fading Rayleigh) channels, using a multiresolution (MR) framework for both source coding and ...
متن کاملJoint Source Channel Matching for a Wireless Communications Link
Application of joint source-channel matching in heterogeneous multi-media environments will demand general source-channel optimization schemes suitable for a wide variety of source coding standards, channel coders, and variable channel conditions. We develop a general approach for joint source-channel matching based on a parametric distortion model that can be accurately applied to most classes...
متن کاملRobust Image Transmission Over Energy-Constrained Time-Varying Channels Using Multiresolution Joint - Signal Processing, IEEE Transactions on
We explore joint source-channel coding (JSCC) for time-varying channels using a multiresolution framework for both source coding and transmission via novel multiresolution modulation constellations. We consider the problem of still image transmission over time-varying channels with the channel state information (CSI) available at 1) receiver only and 2) both transmitter and receiver being infor...
متن کاملSignal Processing for Joint Source - Channel Coding of Digital
This thesis addresses the problems of signal processing for image communication and restoration. Significant attention is devoted to developing novel stochastic models for images, investigating the information theoretic performance bounds for them, and designing efficient learning and inference methods for the proposed models. Unlike the commonly accepted approach in which the design of communi...
متن کاملRobust Image Transmission Over Energy - ConstrainedTime - Varying Channels Using
We explore joint source-channel coding (JSCC) for time-varying channels, using a multiresolution (MR) framework for both source coding and transmission via novel MR modulation constellations. We consider the problem of still image transmission over time varying channels with the channel state information (CSI) available at (i) receiver only and (ii) both transmitter and receiver being informed ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1999