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Rational-dilation wavelet transform with translation invariance

机译:具有平移不变性的有理小波变换

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摘要

We propose a wavelet transform which offers a tunable Q-factor in each decomposition level and retains the translation-invariant property as well. Rational-dilation wavelet transform, whose Q-factor could be tuned before decomposition, has a finer time-frequency localization ability than common dyadic wavelet transform. However, the fixing of its Q-factor in every decomposition level restricts the freedom of frequency-domain partition, and also the up-sampler and down-sampler in its decomposition destroys translation-invariant property. We firstly analyze the decomposition and reconstruction of a kind of rational-dilation wavelet transform, and then discuss a transform that provides a tunable Q-factor in each decomposition level and keeps the translation-invariant property. Also, this method is expanded to two-dimensional case. Finally, we show the advantages of the method in time-frequency localization via the application in DEM generalization.
机译:我们提出了一种小波变换,该小波变换在每个分解级别提供可调节的Q因子,并且还保留平移不变的特性。可以在分解之前调整其Q因子的有理小波变换比普通的二进小波变换具有更好的时频定位能力。然而,其Q因子在每个分解级别中的固定限制了频域划分的自由度,并且在其分解中的上采样器和下采样器会破坏平移不变性。我们首先分析一种有理扩张小波变换的分解和重构,然后讨论在每个分解级别提供可调节Q因子并保持平移不变性质的变换。而且,该方法扩展到二维情况。最后,通过在DEM泛化中的应用,展示了该方法在时频定位中的优势。

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