一种改进正交性和对称性的双树复小波变换

N. Kingsbury
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引用次数: 411

摘要

提出了一种新的双树复小波变换(DT CWT),它具有改进的正交性和对称性。在第1级以上,以前的形式在双树的两半中使用奇数长度和偶数长度交替的双正交滤波器对,而新形式采用具有不对称系数的偶数长度滤波器的单一设计。这些滤波器类似于Daubechies标准正交滤波器,但是在设计时附加了一个约束,即滤波器组延迟应该大约是样本周期的四分之一。两棵树中的滤波器是彼此的时间逆,分析滤波器和重建滤波器也是如此。这导致了一种变换,它可以使用更短的滤波器,它在1级以上是标准正交的,其中两棵树非常紧密匹配,具有更对称的子采样结构,但保留了DT CWT在多维上的近似移位不变性和良好的方向选择性的关键优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A dual-tree complex wavelet transform with improved orthogonality and symmetry properties
We present a new form of the dual-tree complex wavelet transform (DT CWT) with improved orthogonality and symmetry properties. Beyond level 1, the previous form used alternate odd-length and even-length bi-orthogonal filter pairs in the two halves of the dual-tree, whereas the new form employs a single design of even-length filter with asymmetric coefficients. These are similar to the Daubechies orthonormal filters, but designed with the additional constraint that the filter group delay should be approximately one quarter of the sample period. The filters in the two trees are just the time-reverse of each other, as are the analysis and reconstruction filters. This leads to a transform, which can use shorter filters, which is orthonormal beyond level 1, and in which the two trees are very closely matched and have a more symmetric sub-sampling structure, but which preserves the key DT CWT advantages of approximate shift-invariance and good directional selectivity in multiple dimensions.
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