UNIGE document Scientific Article
previous document  unige:20580  next document
add to browser collection

Wavelet steerability and the higher-order Riesz transform

Unser, Michael
Published in IEEE Transactions on Image Processing. 2010, vol. 19, no. 3, p. 636-652
Abstract Our main goal in this paper is to set the foundations of a general continuous-domain framework for designing steerable, reversible signal transformations (a.k.a. frames) in multiple dimensions ( d ≥ 2). To that end, we introduce a self-reversible, Nth-order extension of the Riesz transform. We prove that this generalized transform has the following remarkable properties: shift-invariance, scale-invariance, inner-product preservation, and steerability. The pleasing consequence is that the transform maps any primary wavelet frame (or basis) of [Formula: see text] into another "steerable" wavelet frame, while preserving the frame bounds. The concept provides a functional counterpart to Simoncelli's steerable pyramid whose construction was primarily based on filterbank design. The proposed mechanism allows for the specification of wavelets with any order of steerability in any number of dimensions; it also yields a perfect reconstruction filterbank algorithm. We illustrate the method with the design of a novel family of multidimensional Riesz-Laplace wavelets that essentially behave like the N th-order partial derivatives of an isotropic Gaussian kernel.
PMID: 20031498
Full text
This document has no fulltext available yet, but you can contact its author by using the form below.
Research group Traitement d'images médicales (893)
(ISO format)
UNSER, Michael, VAN DE VILLE, Dimitri. Wavelet steerability and the higher-order Riesz transform. In: IEEE Transactions on Image Processing, 2010, vol. 19, n° 3, p. 636-652. https://archive-ouverte.unige.ch/unige:20580

127 hits

0 download


Deposited on : 2012-05-22

Export document
Format :
Citation style :