联合信源信道编码:一种实用的方法和实现实例

G. Caire
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引用次数: 3

摘要

大多数最先进的源代码编码器的基本构建块是:线性转换;变换系数的标量量化;量化指标序列的概率建模熵编码阶段。传统的分离信源信道编码方法的弱点在于熵编码阶段的灾难性行为。因此,我们用线性编码取代这个阶段,它直接将冗余量化器输出符号序列映射到信道码字。我们证明了这种方法在大块长度的渐近区域中不会导致任何最优性损失。此外,对于实际的块长度和中等复杂度,我们的方法产生了非常显著的改进。我们开发了一个基于JPEG2000图像编码器和穿孔turbo码的完整实现示例。在测试图像上进行了大量的数值实验,证明了该方法优于传统分离方案的增益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Joint Source-Channel Coding: a Practical Approach and an implementation Example
The basic building blocks of most state-of the art source coders are: a linear transformation; scalar quantization of the transform coefficients; probability modeling of the sequence of quantization indices; an entropy coding stage. The weakness of conventional separated source-channel coding approaches lies in the catastrophic behavior of the entropy coding stage. Hence, we replace this stage with linear coding, that maps directly the sequence of redundant quantizer output symbols into a channel codeword. We show that this approach does not entail any loss of optimality in the asymptotic regime of large block length. Furthermore, for practical block lengths and moderate complexity, our approach yields very significant improvements. We develop a full implementation example based on the JPEG2000 image coder and punctured turbo codes. The gain over a conventional separated scheme is demonstrated by extensive numerical experiments on test images.
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