• DocumentCode
    3481396
  • Title

    A complete family of scaling functions: the (α, τ)-fractional splines

  • Author

    Blu, Thierry ; Unser, Michael

  • Author_Institution
    Biomed. Imaging Group, Swiss Fed. Inst. of Technol., Lausanne, Switzerland
  • Volume
    6
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    We describe a new family of scaling functions, the (α, τ)-fractional splines, which generate valid multiresolution analyses. These functions are characterized by two real parameters: α, which controls the width of the scaling functions; and τ, which specifies their position with respect to the grid (shift parameter). This new family is complete in the sense that it is closed under convolutions and correlations. We give the explicit time and Fourier domain expressions of these fractional splines. We prove that the family is closed under generalized fractional differentiations, and, in particular, under the Hilbert transformation. We also show that the associated wavelets are able to whiten 1/fλ-type noise, by an adequate tuning of the spline parameters. A fast (and exact) FFT-based implementation of the fractional spline wavelet transform is already available. We show that fractional integration operators can be expressed as the composition of an analysis and a synthesis iterated filterbank.
  • Keywords
    1/f noise; Hilbert transforms; channel bank filters; convolution; correlation methods; fast Fourier transforms; signal resolution; splines (mathematics); time-domain analysis; wavelet transforms; white noise; 1/fλ-type noise; FFT-based implementation; Fourier domain expressions; Hilbert transformation; analysis iterated filterbank; convolutions; correlations; explicit time domain expressions; fractional integration operators; fractional spline wavelet transform; generalized fractional differentiations; scaling functions; shift parameter; spline parameters; synthesis iterated filterbank; tuning; valid multiresolution analyses; white noise; 1f noise; Biomedical imaging; Convolution; Filter bank; Fourier transforms; Gaussian processes; Image resolution; Spline; Wavelet transforms; Web server;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1201708
  • Filename
    1201708