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三维离散剪切波变换及其在视频处理中的应用。

3-D discrete shearlet transform and video processing.

机构信息

Department of Mathematics, University of Houston, Houston, TX 77204, USA.

出版信息

IEEE Trans Image Process. 2012 Jun;21(6):2944-54. doi: 10.1109/TIP.2012.2183883. Epub 2012 Jan 11.

Abstract

In this paper, we introduce a digital implementation of the 3-D shearlet transform and illustrate its application to problems of video denoising and enhancement. The shearlet representation is a multiscale pyramid of well-localized waveforms defined at various locations and orientations, which was introduced to overcome the limitations of traditional multiscale systems in dealing with multidimensional data. While the shearlet approach shares the general philosophy of curvelets and surfacelets, it is based on a very different mathematical framework, which is derived from the theory of affine systems and uses shearing matrices rather than rotations. This allows a natural transition from the continuous setting to the digital setting and a more flexible mathematical structure. The 3-D digital shearlet transform algorithm presented in this paper consists in a cascade of a multiscale decomposition and a directional filtering stage. The filters employed in this decomposition are implemented as finite-length filters, and this ensures that the transform is local and numerically efficient. To illustrate its performance, the 3-D discrete shearlet transform is applied to problems of video denoising and enhancement, and compared against other state-of-the-art multiscale techniques, including curvelets and surfacelets.

摘要

在本文中,我们介绍了三维剪切波变换的数字实现,并说明了其在视频去噪和增强问题中的应用。剪切波表示是在各种位置和方向上定义的良好局部波形的多尺度金字塔,它的引入是为了克服传统多尺度系统在处理多维数据方面的局限性。虽然剪切波方法与曲线波和曲面波具有相同的基本原理,但它基于非常不同的数学框架,该框架源自仿射系统理论并使用剪切矩阵而不是旋转。这允许从连续设置到数字设置的自然过渡,并具有更灵活的数学结构。本文提出的三维数字剪切波变换算法由多尺度分解和方向滤波级联组成。该分解中使用的滤波器被实现为有限长度滤波器,这确保了变换是局部的和数值有效的。为了说明其性能,将三维离散剪切波变换应用于视频去噪和增强问题,并与其他最先进的多尺度技术(包括曲线波和曲面波)进行了比较。

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