矢量小波变换的全方位平衡多小波

J. Fowler, Li Hua
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引用次数: 2

摘要

向量值场的矢量小波变换可以直接由多小波实现;然而,现有的多小波在向量值信号处理应用中的变换性能差得惊人。在本文中,找出了这种性能失效的原因,并提出了补救措施。引入了一种多小波设计准则——全向平衡,将先前提出的基于多小波的标量信号展开的平衡原理扩展到向量变换。此外,根据全向平衡准则设计了一组对称-反对称多小波。在矢量场压缩系统的经验结果中,观察到由这些全方位平衡对称-反对称多小波导出的矢量小波变换的性能远远优于通过其他多小波实现的变换。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Omnidirectionally balanced multiwavelets for vector wavelet transforms
Vector wavelet transforms for vector-valued fields can be implemented directly from multiwavelets; however, existing multiwavelets offer surprisingly poor performance for transforms in vector-valued signal-processing applications. In this paper, the reason for this performance failure is identified, and a remedy is proposed. A multiwavelet design criterion, omnidirectional balancing, is introduced to extend to vector transforms the balancing philosophy previously proposed for multiwavelet-based scalar-signal expansion. Additionally, a family of symmetric-antisymmetric multiwavelets is designed according to the omnidirectional-balancing criterion. In empirical results for a vector-field compression system, it is observed that the performance of vector wavelet transforms derived from these omnidirectionally-balanced symmetric-antisymmetric multiwavelets is far superior to that of transforms implemented via other multiwavelets.
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