Successive Refinement for Lossy Compression of Individual Sequences.

IF 2.1 3区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
Entropy Pub Date : 2025-03-31 DOI:10.3390/e27040370
Neri Merhav
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引用次数: 0

Abstract

We consider the problem of successive-refinement coding for lossy compression of individual sequences, namely, compression in two stages, where in the first stage, a coarse description at a relatively low rate is sent from the encoder to the decoder, and in the second stage, an additional coding rate is allocated in order to refine the description and thereby improve the reproduction. Our main result is in establishing outer bounds (converse theorems) for the rate region where we limit the encoders to be finite-state machines in the spirit of Ziv and Lempel's 1978 model. The matching achievability scheme is conceptually straightforward. We also consider the more general multiple description coding problem on a similar footing and propose achievability schemes that are analogous to the well-known El Gamal-Cover and the Zhang-Berger achievability schemes of memoryless sources and additive distortion measures.

单个序列有损压缩的逐次细化。
我们考虑了单个序列有损压缩的连续细化编码问题,即分为两个阶段的压缩,在第一阶段,以相对低的速率从编码器发送到解码器的粗描述,在第二阶段,分配额外的编码速率以细化描述从而提高再现。我们的主要成果是建立了速率区域的外边界(逆定理),在这个区域中,我们按照Ziv和Lempel的1978模型的精神,将编码器限制为有限状态机。匹配可实现性方案在概念上是直截了当的。我们还在类似的基础上考虑了更一般的多重描述编码问题,并提出了类似于众所周知的El Gamal-Cover和无记忆源和加性失真度量的Zhang-Berger可实现方案的可实现方案。
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来源期刊
Entropy
Entropy PHYSICS, MULTIDISCIPLINARY-
CiteScore
4.90
自引率
11.10%
发文量
1580
审稿时长
21.05 days
期刊介绍: Entropy (ISSN 1099-4300), an international and interdisciplinary journal of entropy and information studies, publishes reviews, regular research papers and short notes. Our aim is to encourage scientists to publish as much as possible their theoretical and experimental details. There is no restriction on the length of the papers. If there are computation and the experiment, the details must be provided so that the results can be reproduced.
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