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B-Spline-Based Sharp Feature Preserving Shape Reconstruction Approach for Electrical Impedance Tomography | IEEE Journals & Magazine | IEEE Xplore

B-Spline-Based Sharp Feature Preserving Shape Reconstruction Approach for Electrical Impedance Tomography


Abstract:

This paper presents a B-spline-based shape reconstruction approach for electrical impedance tomography (EIT). In the proposed approach, the conductivity distribution to b...Show More

Abstract:

This paper presents a B-spline-based shape reconstruction approach for electrical impedance tomography (EIT). In the proposed approach, the conductivity distribution to be reconstructed is assumed to be piecewise constant. The geometry of the inclusions is parameterized using B-spline curves, and the EIT forward solver is modified as a set of control points representing the inclusions’ boundary to the data on the domain boundary. The low-order representation decreases the computational demand and reduces the ill-posedness of the EIT reconstruction problem. The performance of the proposed B-spline-based approach is tested with simulations that demonstrate the most popular biomedical application of EIT: lung imaging. The approach is experimentally validated using water tank data. In addition, robustness studies of the proposed approach considering varying initial guesses, inaccurately known contact impedances, differing numbers of control points, and degree of B-spline are performed. The simulation and experimental results show that the B-spline-based approach offers improvements in image quality in comparison to the traditional Fourier series-based reconstruction approach, as measured by quantitative metrics such as relative size coverage ratio and relative contrast. Inasmuch, the proposed approach is demonstrated to offer clear improvement in the ability to preserve the sharp properties of the inclusions to be imaged.
Published in: IEEE Transactions on Medical Imaging ( Volume: 38, Issue: 11, November 2019)
Page(s): 2533 - 2544
Date of Publication: 18 March 2019

ISSN Information:

PubMed ID: 30892203

Funding Agency:


I. Introduction

Electrical impedance tomography (EIT) is a non-invasive and radiation-free medical imaging technique. Based on the application of alternate micro currents along a set of electrodes placed around the chest wall, EIT allows continuous tomographic imaging of the conductivity distributions inside the chest. EIT technology has been used in a wide spectrum in medicine ranging from breast imaging, gastric emptying and brain function to lung function. For a recent review of EIT technologies, see [1].

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References

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