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Directional Lapped Orthogonal Transform: Theory and Design

机译:定向重叠正交变换:理论与设计

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This paper proposes a directional design method of 2-D nonseparable linear-phase paraunitary filter banks. The proposed method is based on a lattice structure consisting of the 2-D separable DCT block and nonseparable support extension processes. Because of the nonseparability, the bases are allowed to be directional with the critically fixed subsampling, overlapping, orthogonal, symmetric, real-valued, and compact support properties. First, a novel vanishing moment (VM) condition is introduced as a suitable directional constraint, where the moment is referred to as the trend VM. The condition forces wavelet filters, i.e., high-pass and bandpass filters, to annihilate trend-surface components. Second, some theoretical properties of TVMs are discussed for general 2-D paraunitary systems, and then, the properties are applied to the lattice parameters. In order to verify the significance, several design examples are shown, the trend-surface annihilation properties are numerically confirmed, and the denoising capability is evaluated for images through shrinkage. It is shown that our proposed transforms yield perceptually preferable results.
机译:本文提出了一种二维不可分线性相位超unit滤波器组的定向设计方法。所提出的方法基于由二维可分离的DCT块和不可分离的支撑扩展过程组成的晶格结构。由于具有不可分离性,因此可以使用严格固定的子采样,重叠,正交,对称,实值和紧凑的支持属性来定向碱基。首先,引入一种新颖的消失力矩(VM)条件作为合适的方向约束,该力矩称为趋势VM。该条件迫使小波滤波器(即高通和带通滤波器)歼灭了趋势面分量。其次,讨论了一般二维二维超unit系统的TVM的一些理论性质,然后将其应用于晶格参数。为了验证其重要性,给出了几个设计示例,对趋势表面an没特性进行了数值确认,并通过收缩对图像的去噪能力进行了评估。结果表明,我们提出的变换产生了感知上更好的结果。

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