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通过直接优化设计几乎对称的正交小波滤波器组。

Design of almost symmetric orthogonal wavelet filter bank via direct optimization.

机构信息

Department of Electronic Engineering, La Trobe University, Bundoora, Victoria, Australia.

出版信息

IEEE Trans Image Process. 2012 May;21(5):2474-80. doi: 10.1109/TIP.2012.2188037. Epub 2012 Feb 15.

Abstract

It is a well-known fact that (compact-support) dyadic wavelets [based on the two channel filter banks (FBs)] cannot be simultaneously orthogonal and symmetric. Although orthogonal wavelets have the energy preservation property, biorthogonal wavelets are preferred in image processing applications because of their symmetric property. In this paper, a novel method is presented for the design of almost symmetric orthogonal wavelet FB. Orthogonality is structurally imposed by using the unnormalized lattice structure, and this leads to an objective function, which is relatively simple to optimize. The designed filters have good frequency response, flat group delay, almost symmetric filter coefficients, and symmetric wavelet function.

摘要

这是一个众所周知的事实,(紧支集)双正交小波[基于双通道滤波器组(FBs)]不能同时正交和对称。虽然正交小波具有能量保持特性,但双正交小波在图像处理应用中更受欢迎,因为它们具有对称特性。本文提出了一种新的方法用于设计几乎对称正交小波 FB。通过使用未归一化格结构来强制正交性,这导致了一个相对简单的优化目标函数。所设计的滤波器具有良好的频率响应、平坦的群延迟、几乎对称的滤波器系数和对称的小波函数。

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