Title :
CSI-EPT: A Contrast Source Inversion Approach for Improved MRI-Based Electric Properties Tomography
Author :
Balidemaj, Edmond ; van den Berg, Cornelis A. T. ; Trinks, Johan ; van Lier, Astrid L. H. M. W. ; Nederveen, Aart J. ; Stalpers, Lukas J. A. ; Crezee, Hans ; Remis, Rob F.
Author_Institution :
Radiotherapy & Radiol. Dept., Univ. of Amsterdam, Amsterdam, Netherlands
Abstract :
Electric properties tomography (EPT) is an imaging modality to reconstruct the electric conductivity and permittivity inside the human body based on B1+ maps acquired by a magnetic resonance imaging (MRI) system. Current implementations of EPT are based on the local Maxwell equations and assume piecewise constant media. The accuracy of the reconstructed maps may therefore be sensitive to noise and reconstruction errors occur near tissue boundaries. In this paper, we introduce a multiplicative regularized CSI-EPT method (contrast source inversion-electric properties tomography) where the electric tissue properties are retrieved in an iterative fashion based on a contrast source inversion approach. The method takes the integral representations for the electromagnetic field as a starting point and the tissue parameters are obtained by iteratively minimizing an objective function which measures the discrepancy between measured and modeled data and the discrepancy in satisfying a consistency equation known as the object equation. Furthermore, the objective function consists of a multiplicative Total Variation factor for noise suppression during the reconstruction process. Finally, the presented implementation is able to simultaneously include more than one B1+ data set acquired by complementary RF excitation settings. We have performed in vivo simulations using a female pelvis model to compute the B1+ fields. Three different RF excitation settings were used to acquire complementary B1+ fields for an improved overall reconstruction. Numerical results illustrate the improved reconstruction near tissue boundaries and the ability of CSI-EPT to reconstruct small tissue structures.
Keywords :
Maxwell equations; bioelectric phenomena; biological tissues; biomedical MRI; cellular biophysics; electrical conductivity; electromagnetic fields; image denoising; image reconstruction; medical image processing; B1 data set; B1 fields; B1 maps; Maxwell equations; RF excitation settings; contrast source inversion approach; electric conductivity; electric property tomography; electric tissue properties; electromagnetic field; female pelvis model; human body; imaging modality; improved MRI-based electric properties; in vivo simulation; iterative fashion; iteratively minimization; magnetic resonance imaging; multiplicative regularized CSI-EPT method; multiplicative total variation factor; noise suppression; permittivity; piecewise constant media; reconstructed maps; tissue boundaries; tissue structures; Equations; Image reconstruction; Linear programming; Magnetic resonance imaging; Mathematical model; Permittivity; Radio frequency; B1 map; EPT; MRI; SAR; conductivity; contrast source inversion; dielectric tissue mapping; electric properties tomography; permittivity;
Journal_Title :
Medical Imaging, IEEE Transactions on
DOI :
10.1109/TMI.2015.2404944