ICASSP 2006 - May 15-19, 2006 - Toulouse, France

Technical Program

Paper Detail

Paper:IMDSP-L3.2
Session:Distributed Source Coding
Time:Tuesday, May 16, 16:50 - 17:10
Presentation: Lecture
Topic: Image and Multidimensional Signal Processing: Distributed Source Coding
Title: A GLOBAL APPROACH TO JOINT QUANTIZER DESIGN FOR DISTRIBUTED CODING OF CORRELATED SOURCES
Authors: Ankur Saxena, University of California, Santa Barbara, United States; Jayanth Nayak, IRISA / INRIA, France; Kenneth Rose, University of California, Santa Barbara, United States
Abstract: The focus of this work is on the design of efficient quantizers for correlated sources subject to complexity limitations on the encoding terminals. Existing iterative descent methods rely heavily on initialization, and the prevalence of numerous `poor' local optima strongly motivates the use of a global design algorithm. We propose a multiple-prototype based deterministic annealing approach for the joint design of all components of a generic distributed source coding system. Our approach avoids many poor local optima, is independent of initialization and does not assume any prior information on the underlying source distribution. Simulation results show substantial gains over a Lloyd-like iterative algorithm.



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