基于Fisher判别的上下文量化自适应嵌入小波图像编码

Xiaolin Wu
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引用次数: 43

摘要

上下文建模和小波系数自适应熵编码的最新进展可能是小波图像压缩技术迅速成熟的最重要的催化剂。本文认为小波系数的统计上下文建模是小波编解码器率失真性能的决定因素。提出了一种新的最小条件熵上下文量化算法。该算法是一个以Fisher线性判别法为指导的动态规划过程。它促进了嵌入式小波比特流的高阶上下文建模和自适应熵编码,在有损和无损情况下都具有出色的压缩性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Context quantization with Fisher discriminant for adaptive embedded wavelet image coding
Recent progress in context modeling and adaptive entropy coding of wavelet coefficients has probably been the most important catalyst for the rapidly maturing area of wavelet image compression technology. In this paper we identify statistical context modeling of wavelet coefficients as the determining factor of rate-distortion performance of wavelet codecs. We propose a new context quantization algorithm for minimum conditional entropy. The algorithm is a dynamic programming process guided by Fisher's linear discriminant. It facilitates high-order context modeling and adaptive entropy coding of embedded wavelet bit streams, and leads to superb compression performance in both lossy and lossless cases.
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