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使用二维和一维方向滤波器组的多分辨率图像表示

Multiresolution image representation using combined 2-D and 1-D directional filter banks.

作者信息

Tanaka Yuichi, Ikehara Masaaki, Nguyen Truong Q

机构信息

Department of Electronics and Electrical Engineering, Keio University, Yokohama, Kanagawa, 223-8522 Japan.

出版信息

IEEE Trans Image Process. 2009 Feb;18(2):269-80. doi: 10.1109/TIP.2008.2008078. Epub 2008 Dec 16.

Abstract

In this paper, effective multiresolution image representations using a combination of 2-D filter bank (FB) and directional wavelet transform (WT) are presented. The proposed methods yield simple implementation and low computation costs compared to previous 1-D and 2-D FB combinations or adaptive directional WT methods. Furthermore, they are nonredundant transforms and realize quad-tree like multiresolution representations. In applications on nonlinear approximation, image coding, and denoising, the proposed filter banks show visual quality improvements and have higher PSNR than the conventional separable WT or the contourlet.

摘要

本文提出了一种结合二维滤波器组(FB)和方向小波变换(WT)的有效多分辨率图像表示方法。与之前的一维和二维滤波器组组合或自适应方向小波变换方法相比,所提出的方法实现简单且计算成本低。此外,它们是无冗余变换,并实现了类似四叉树的多分辨率表示。在非线性逼近、图像编码和去噪应用中,所提出的滤波器组在视觉质量上有所提升,并且比传统的可分离小波变换或轮廓波变换具有更高的峰值信噪比(PSNR)。

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