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Cervical Intraepithelial Neoplasia Localization With Frequency-Difference Electrical Impedance Tomography—Simulation and Phantom Study

成像体模 电阻抗断层成像 计算机科学 断层摄影术 生物医学工程 迭代重建 计算机视觉 响铃 人工智能 放射科 医学 滤波器(信号处理)
作者
Taweechai Ouypornkochagorn,Napatsawan Ngamdi,Sairoong Ouypornkochagorn,Therdkiat Trongwongsa
出处
期刊:IEEE Access [Institute of Electrical and Electronics Engineers]
卷期号:11: 67745-67754 被引量:11
标识
DOI:10.1109/access.2023.3292186
摘要

Pathological investigation for addressing abnormal or precancerous cells in cervix specimens is necessary to diagnose or treat. This process is exhaustive in histologic examination and requires experienced pathologists. Detecting the presence of precancerous cells with bioimpedance is another method to help pathologists by using a small-diameter probe to measure the impedance. However, it requires several measurements and is possibly another exhaustive task. This study proposed the localization of abnormal cells in a specimen using reconstruction images with Frequency-difference Electrical Impedance Tomography (fdEIT). Due to the various shape of specimens in practice, a new approach to cope with modeling error was also proposed to enable using a generic inversion model in the reconstruction process. Simulation of cervix specimens with different orifice shapes and thicknesses was performed. The proposed method was compared with the traditional methods i.e. the simple-fdEIT and the weighted-fdEIT. Amplitude response, radius, position error and ringing ratio of the reconstruction images were determined. The image reconstruction of the proposed method showed superior performance in localization. Although the image amplitude response was smaller, the artifacts that occurred due to modeling error were significantly reduced. Even though the shape of cervix specimens is varied, the proposed method allows to use a generic model for precancerous cells localization. The influence of modeling error can be reduced. Consequentially, the ringing artifact can be significantly reduced and the position error is also slightly reduced.
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