平移不变滤波器组和小波的理论与设计

Y. Hui, C. Kok, T.Q. Nguyen
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引用次数: 7

摘要

临界采样多速率系统的一个缺点是它在子带输出处的位移变特性。这使得小波不能用于许多需要平移不变性的应用。对于给定的一组过滤系数和代价函数,现有的所有方法都是通过在分解树中找到相对于给定代价函数的位移方差最小的路径来解决问题的。该过程依赖于信号,效率低下,特别是对于长数据集和图像,因为在处理期间必须对输入信号的所有移位进行子带分解。本文通过连接滤波器组的多相表示与移位不变性之间的关系,建立了一个移位不变性滤波器组的框架。介绍了该系统的原理、分析和设计,并与现有系统进行了比较。给出了图像编码的设计实例和仿真。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Theory and design of shift-invariant filter banks and wavelets
A drawback of the critical-sampling multirate system is its shift-variant property at the subband output. This prevents wavelets from many applications where shift-invariance is required. For a given set of filter coefficients and cost function, all of the existing methods solve the problem by finding the path in the decomposition tree that minimizes shift-variance with respect to a given cost function. This procedure is signal dependent and is inefficient, especially for long data sets and images, since the subband decomposition has to be performed for all shifts of input signal during the processing time. In this paper, we establish a framework for a shift-invariant filter bank by connecting the relation between the polyphase representation and shift-invariant property of filter banks. Theory, analysis, and design are presented, and comparison to the existing systems is discussed. Design examples and simulations on image coding are presented.
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