• DocumentCode
    1827215
  • Title

    Innovation modelling and wavelet analysis of fractal processes in bio-imaging

  • Author

    Tafti, Pouya Dehghani ; Van De Ville, D. ; Unser, Michael

  • Author_Institution
    Biomed. Imaging Group, EPFL, Lausanne
  • fYear
    2008
  • fDate
    14-17 May 2008
  • Firstpage
    1501
  • Lastpage
    1504
  • Abstract
    Growth and form in biology are often associated with some level of fractality. Fractal characteristics have also been noted in a number of imaging modalities. These observations make fractal modelling relevant in the context of bio-imaging. In this paper, we introduce a simple and yet rigorous innovation model for multi-dimensional fractional Brownian motion (fBm) and provide the computational tools for the analysis of such processes in a multi-resolution framework. The key point is that these processes can be whitened by application of the appropriate fractional Lapla-cian operator which has a corresponding polyharmonic wavelet. We examine the case of MRI and mammography images through comparison with theoretical results, which underline the suitability of fractal models in the study of bio-textures.
  • Keywords
    Brownian motion; biomedical MRI; fractals; mammography; wavelet transforms; Laplacian operator; MRI images; bioimaging; fractal processes; fractional Brownian motion; innovation modelling; mammography images; polyharmonic wavelet; wavelet analysis; Biological system modeling; Biomedical imaging; Brownian motion; Fractals; Image analysis; Magnetic resonance imaging; Mammography; Random processes; Technological innovation; Wavelet analysis; Hurst exponent estimation; fractional Brownian motion; non-separable wavelets; whitening;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2008. ISBI 2008. 5th IEEE International Symposium on
  • Conference_Location
    Paris
  • Print_ISBN
    978-1-4244-2002-5
  • Electronic_ISBN
    978-1-4244-2003-2
  • Type

    conf

  • DOI
    10.1109/ISBI.2008.4541293
  • Filename
    4541293