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A Post-Processing Method for Three-Dimensional Electrical Impedance Tomography

机译:三维电阻抗层析成像的后处理方法

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摘要

Electrical impedance tomography is a modern biomedical imaging method. Its goal is to image the electrical properties of human tissues. This approach is safe for the patient’s health, is non-invasive and has no known hazards. However, the approach suffers from low accuracy. Linear inverse solvers are commonly used in medical applications, as they are strongly robust to noise. However, linear methods can give only an approximation of the solution that corresponds to a linear perturbation from an initial estimate. This paper proposes a novel reconstruction process. After applying a linear solver, the conductivity distribution is post-processed with a nonlinear algorithm, with the aim of reproducing the abrupt change in conductivity at the boundaries between tissues or organs. The results are used to compare the proposed method with three other widely used methods. The proposed method offers higher quality images and a higher robustness to noise, and significantly reduces the error associated with image reconstruction.
机译:电阻抗断层扫描是一种现代的生物医学成像方法。它的目标是成像人体组织的电学性质。这种方法对患者的健康是安全的,是非侵入性的,并且没有已知的危害。但是,该方法存在精度低的问题。线性逆求解器由于其对噪声的强健性而广泛用于医疗应用。但是,线性方法只能给出与初始估计的线性扰动相对应的解的近似值。本文提出了一种新颖的重建过程。应用线性求解器后,用非线性算法对电导率分布进行后处理,目的是再现组织或器官之间边界处电导率的突变。结果用于将所提出的方法与其他三种广泛使用的方法进行比较。所提出的方法提供了更高质量的图像和更高的抗噪声能力,并显着降低了与图像重建相关的误差。

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