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Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging

This paper studies how limited information in data acquired by a wideband microwave tomography (MWT) system can affect the quality of reconstructed images. Limitations can arise from experimental errors, mismatch between the system and its model in the imaging algorithm, or losses in the immersion a...

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Autores principales: Miao, Zhenzhuang, Kosmas, Panagiotis, Ahsan, Syed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6165161/
https://www.ncbi.nlm.nih.gov/pubmed/30110941
http://dx.doi.org/10.3390/diagnostics8030052
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author Miao, Zhenzhuang
Kosmas, Panagiotis
Ahsan, Syed
author_facet Miao, Zhenzhuang
Kosmas, Panagiotis
Ahsan, Syed
author_sort Miao, Zhenzhuang
collection PubMed
description This paper studies how limited information in data acquired by a wideband microwave tomography (MWT) system can affect the quality of reconstructed images. Limitations can arise from experimental errors, mismatch between the system and its model in the imaging algorithm, or losses in the immersion and coupling medium which are required to moderate this mismatch. We also present a strategy for improving reconstruction performance by discarding data that is dominated by experimental errors. The approach relies on recording transmitted signals in a wide frequency range, and then correlating the data in different frequencies. We apply this method to our wideband MWT prototype, which has been developed in our previous work. Using this system, we present results from simulated and experimental data which demonstrate the practical value of the frequency selection approach. We also propose a K-neighbour method to identify low quality data in a robust manner. The resulting enhancement in imaging quality suggests that this approach can be useful for various medical imaging scenarios, provided that data from multiple frequencies can be acquired and used in the reconstruction process.
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spelling pubmed-61651612018-10-11 Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging Miao, Zhenzhuang Kosmas, Panagiotis Ahsan, Syed Diagnostics (Basel) Article This paper studies how limited information in data acquired by a wideband microwave tomography (MWT) system can affect the quality of reconstructed images. Limitations can arise from experimental errors, mismatch between the system and its model in the imaging algorithm, or losses in the immersion and coupling medium which are required to moderate this mismatch. We also present a strategy for improving reconstruction performance by discarding data that is dominated by experimental errors. The approach relies on recording transmitted signals in a wide frequency range, and then correlating the data in different frequencies. We apply this method to our wideband MWT prototype, which has been developed in our previous work. Using this system, we present results from simulated and experimental data which demonstrate the practical value of the frequency selection approach. We also propose a K-neighbour method to identify low quality data in a robust manner. The resulting enhancement in imaging quality suggests that this approach can be useful for various medical imaging scenarios, provided that data from multiple frequencies can be acquired and used in the reconstruction process. MDPI 2018-08-14 /pmc/articles/PMC6165161/ /pubmed/30110941 http://dx.doi.org/10.3390/diagnostics8030052 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Miao, Zhenzhuang
Kosmas, Panagiotis
Ahsan, Syed
Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging
title Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging
title_full Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging
title_fullStr Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging
title_full_unstemmed Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging
title_short Impact of Information Loss on Reconstruction Quality in Microwave Tomography for Medical Imaging
title_sort impact of information loss on reconstruction quality in microwave tomography for medical imaging
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6165161/
https://www.ncbi.nlm.nih.gov/pubmed/30110941
http://dx.doi.org/10.3390/diagnostics8030052
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