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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-6165161 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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