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
Link To Document :
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