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arXiv 0908.3855cs.ITcs.CVmath.IT

Gabor wavelet analysis and the fractional Hilbert transform

Ecole Polytechnique Fédérale de Lausanne (EPFL)(洛桑联邦理工学院)

Kunal Narayan Chaudhury, Michael Unser

英文摘要:

We propose an amplitude-phase representation of the dual-tree complex wavelet transform (DT-CWT) which provides an intuitive interpretation of the associated complex wavelet coefficients. The representation, in particular, is based on the shifting action of the group of fractional Hilbert transforms (fHT) which allow us to extend the notion of arbitrary phase-shifts beyond pure sinusoids. We explicitly characterize this shifting action for a particular family of Gabor-like wavelets which, in effect, links the corresponding dual-tree transform with the framework of windowed-Fourier analysis. We then extend these ideas to the bivariate DT-CWT based on certain directional extensions of the fHT. In particular, we derive a signal representation involving the superposition of direction-selective wavelets affected with appropriate phase-shifts.

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