• DocumentCode
    2055718
  • Title

    Microwave tomography for breast cancer detection within a variational Bayesian approach

  • Author

    Gharsalli, L. ; Duchene, B. ; Mohammad-Djafari, A. ; Ayasso, H.

  • Author_Institution
    Lab. des Signaux et Syst. (L2S), Univ. Paris-Sud, Gif-sur-Yvette, France
  • fYear
    2013
  • fDate
    9-13 Sept. 2013
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    We consider a nonlinear inverse scattering problem where the goal is to detect breast cancer from measurements of the scattered field that results from its interaction with a known wave in the microwave frequency range. The modeling of the wave-object interaction is tackled through a domain integral representation of the electric field in a 2D-TM configuration. The inverse problem is solved in a Bayesian framework where the prior information is introduced via a Gauss-Markov-Potts model. A Variational Bayesian Approximation (VBA) technique is adapted to complex valued contrast and applied to compute the posterior estimators and reconstruct maps of both the permittivity and conductivity. Results obtained by means of this approach from synthetic data are compared with those given by a deterministic contrast source inversion method.
  • Keywords
    approximation theory; belief networks; cancer; inverse problems; medical image processing; microwave imaging; tomography; 2D-TM configuration; Gauss-Markov-Potts model; VBA technique; breast cancer detection; deterministic contrast source inversion method; microwave frequency range; microwave tomography; nonlinear inverse scattering problem; variational Bayesian approximation approach; wave-object interaction; Bayes methods; Conductivity; Inverse problems; Microwave imaging; Microwave measurement; Microwave theory and techniques; Permittivity; Gauss-Markov-Potts prior; Inverse scattering problem; Variational Bayesian Approximation; breast cancer detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference (EUSIPCO), 2013 Proceedings of the 21st European
  • Conference_Location
    Marrakech
  • Type

    conf

  • Filename
    6811522