• DocumentCode
    2803421
  • Title

    Diffusion optical tomography using entropic priors

  • Author

    Panagiotou, Christos ; Somayajula, Sangeetha ; Gibson, Adam P. ; Schweiger, Martin ; Leahy, Richard M. ; Arridge, Simon R.

  • Author_Institution
    Dept. of Med. Phys. & Bioeng., Univ. Coll. London, London, UK
  • fYear
    2009
  • fDate
    June 28 2009-July 1 2009
  • Firstpage
    197
  • Lastpage
    200
  • Abstract
    Diffuse optical tomography (DOT) is a functional imaging modality which aims to retrieve the optical characteristics of the probed tissue, namely light absorption and diffusion. The accurate retrieval of the spatial distribution for each optical characteristic involves the solution of a highly-ill posed, non-linear inverse problem, thus employing a regularization is essential. In this work, we propose an entropic regularization scheme for DOT reconstruction that uses a priori structural information through mutual information (MI) and joint entropy (JE).We compare MI and JE through simulations that illustrate their behavior when the reference and DOT images are not identical in structure. We propose an efficient implementation of these regularizers based on fast Fourier transforms. The method is tested through numerical simulations.
  • Keywords
    Fourier transform optics; biological tissues; biomedical optical imaging; entropy; fast Fourier transforms; image reconstruction; inverse problems; medical image processing; optical tomography; DOT reconstruction; biological tissue; diffusion optical tomography; fast Fourier transform; functional imaging modality; joint entropy; light absorption; light diffusion; mutual information; nonlinear inverse problem; optical characteristics; spatial distribution; Absorption; Entropy; Image reconstruction; Image retrieval; Inverse problems; Mutual information; Nonlinear optics; Optical imaging; Tomography; US Department of Transportation; Diffusion Optical Tomography; Joint entropy; Mutual Information; Prior information; Regularization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
  • Conference_Location
    Boston, MA
  • ISSN
    1945-7928
  • Print_ISBN
    978-1-4244-3931-7
  • Electronic_ISBN
    1945-7928
  • Type

    conf

  • DOI
    10.1109/ISBI.2009.5193017
  • Filename
    5193017