基于NUDFB的二维双多分辨率分解及其应用

Nannan Ma, H. Xiong, Li Song
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引用次数: 3

摘要

本文旨在通过引入定向分辨率作为多尺度之外的第二多分辨率来获得二维信号的稀疏表示,该多分辨率是为了在任意尺度下通过非均匀定向频率分解(NUDFB)实现双多分辨率分解框架而制定的。在该方案中,通过改变非对称二叉树(NSBT)的拓扑结构来实现NUDFB。通过这种非均匀划分,我们可以在目标尺度下,在c2-r方向上得到任意方向分辨率r。该NSBT的每个节点上的每个双通道滤波器组都被设计为一个准酉完美重构滤波器组,因此NUDFB是一个正交滤波器组。这种双多分辨率分解方法在纹理分析、图像处理或视频编码等方面具有广阔的应用前景。提出了在小波域应用NUDFB的一种潜在应用。
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2-D dual multiresolution decomposition through NUDFB and its application
This paper aims to attain sparser representation of a 2-D signal by introducing orientation resolution as a second multiresolution besides multiscale, which is formulated to achieve a dual multiresolution decomposition framework by nonuniform directional frequency decompositions (NUDFB) under arbitrary scales. In this scheme, NUDFB is fulfilled by changing the topology structure of a non-symmetric binary tree (NSBT). Through this nonuniform division, we can get arbitrary orientation resolution r at a direction of c2-r under a target scale. Every two-channel filter bank on each node of this NSBT is designed to be a paraunitary perfect reconstruction filter bank, so NUDFB is an orthogonal filter bank. This dual multiresolution decomposition will definitely have bright prospect in its application, such as texture analysis, image processing or video coding. A potential application is presented by applying NUDFB in wavelet domain.
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