• DocumentCode
    3897
  • Title

    Divergence-Free Wavelet Frames

  • Author

    Bostan, Emrah ; Unser, Michael ; Ward, John Paul

  • Author_Institution
    Biomed. Imaging Group, Ecole Polytech. Fed. de Lausanne, Lausanne, Switzerland
  • Volume
    22
  • Issue
    8
  • fYear
    2015
  • fDate
    Aug. 2015
  • Firstpage
    1142
  • Lastpage
    1146
  • Abstract
    We propose an efficient construction of wavelet frames in any number of dimensions that are divergence-free. Our approach is based on applying the Leray projector, which is scale-invariant, to a standard wavelet frame. We prove that the projected wavelets retain the basic characteristics (decay rate and order of vanishing moments) of the initial wavelets. Since the Leray projector is also shift-invariant, it is defined as a Fourier multiplier, and our construction is implemented efficiently using the fast Fourier transform. In order to illustrate the practicality of the method, we present vector field denoising experiments.
  • Keywords
    fast Fourier transforms; image denoising; wavelet transforms; Fourier multiplier; Leray projector; divergence-free wavelet frames; fast Fourier transform; vector field denoising experiments; Biomedical imaging; Blood; Materials; Noise reduction; Vectors; Wavelet transforms; Denoising; divergence-free wavelets; flow MRI; phase-contrast MRI; soft-thresholding; tight wavelet frames; vector fields; vector wavelets; wavelet denoising;
  • fLanguage
    English
  • Journal_Title
    Signal Processing Letters, IEEE
  • Publisher
    ieee
  • ISSN
    1070-9908
  • Type

    jour

  • DOI
    10.1109/LSP.2015.2388794
  • Filename
    7001623