Distortion-rate bounds for fixed- and variable-rate multiresolution sourcecodes

Authors
Citation
M. Effros, Distortion-rate bounds for fixed- and variable-rate multiresolution sourcecodes, IEEE INFO T, 45(6), 1999, pp. 1887-1910
Citations number
26
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE TRANSACTIONS ON INFORMATION THEORY
ISSN journal
00189448 → ACNP
Volume
45
Issue
6
Year of publication
1999
Pages
1887 - 1910
Database
ISI
SICI code
0018-9448(199909)45:6<1887:DBFFAV>2.0.ZU;2-S
Abstract
The source coding theorem for stationary sources describes the optimal perf ormance theoretically achievable by fixed- and variable-rate block quantize rs. The source coding theorem may be generalized by considering the problem of multiresolution or successive refinement source coding, which is the to pic of this work. Given a distortion vector (D-1, ..., D-L), this work desc ribes the family of achievable rate vectors (R-1, ..., R-L) for describing a stationary source at L resolutions, where the description at the first re solution is given at rate R-1 and achieves an expected distortion no greate r than D-1, the description at the second resolution includes both the firs t description and a refining description of rate R-2 and achieves expected distortion no greater than D-2, and so on. The work includes performance bo unds for both fixed- and variable-rate source codes on discrete-time statio nary ergodic sources and discrete-time stationary nonergodic sources for an y integer number of resolutions L greater than or equal to 1, For L = 1, th e source coding theorems for stationary sources result, For L > 1, the resu lts extend previous theorems for discrete-alphabet memoryless sources.