Cargando…

Comparison of no-prior and soft-prior regularization in biomedical microwave imaging

Microwave imaging for medical applications is attractive because the range of dielectric properties of different soft tissues can be substantial. Breast cancer detection and monitoring of treatment response are areas where this technology could be important because of the contrast between normal and...

Descripción completa

Detalles Bibliográficos
Autores principales: Golnabi, Amir H., Meaney, Paul M., Geimer, Shireen D., Paulsen, Keith D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Medknow Publications Pvt Ltd 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3159222/
https://www.ncbi.nlm.nih.gov/pubmed/21897561
http://dx.doi.org/10.4103/0971-6203.83482
_version_ 1782210427854258176
author Golnabi, Amir H.
Meaney, Paul M.
Geimer, Shireen D.
Paulsen, Keith D.
author_facet Golnabi, Amir H.
Meaney, Paul M.
Geimer, Shireen D.
Paulsen, Keith D.
author_sort Golnabi, Amir H.
collection PubMed
description Microwave imaging for medical applications is attractive because the range of dielectric properties of different soft tissues can be substantial. Breast cancer detection and monitoring of treatment response are areas where this technology could be important because of the contrast between normal and malignant tissue. Unfortunately, the technique is unable to achieve the high spatial resolution at depth in tissue which is available from other conventional modalities such as x-ray computed tomography (CT) or magnetic resonance imaging (MRI). We have incorporated a soft-prior regularization strategy within our microwave reconstruction algorithm and compared it with the images obtained with traditional no-prior (Levenberg-Marquardt) regularization. Initial simulation and phantom results show a significant improvement of the recovered electrical properties. Specifically, errors in the microwave property estimates were improved by as much as 95%. The effects of a false-inclusion region were also evaluated and the results show that a small residual property bias of 6% in permittivity and 15% in conductivity can occur that does not otherwise degrade the property recovery accuracy of inclusions that actually exist. The work sets the stage for integrating microwave imaging with MR for improved resolution and functional imaging of the breast in the future.
format Online
Article
Text
id pubmed-3159222
institution National Center for Biotechnology Information
language English
publishDate 2011
publisher Medknow Publications Pvt Ltd
record_format MEDLINE/PubMed
spelling pubmed-31592222011-09-06 Comparison of no-prior and soft-prior regularization in biomedical microwave imaging Golnabi, Amir H. Meaney, Paul M. Geimer, Shireen D. Paulsen, Keith D. J Med Phys Original Article Microwave imaging for medical applications is attractive because the range of dielectric properties of different soft tissues can be substantial. Breast cancer detection and monitoring of treatment response are areas where this technology could be important because of the contrast between normal and malignant tissue. Unfortunately, the technique is unable to achieve the high spatial resolution at depth in tissue which is available from other conventional modalities such as x-ray computed tomography (CT) or magnetic resonance imaging (MRI). We have incorporated a soft-prior regularization strategy within our microwave reconstruction algorithm and compared it with the images obtained with traditional no-prior (Levenberg-Marquardt) regularization. Initial simulation and phantom results show a significant improvement of the recovered electrical properties. Specifically, errors in the microwave property estimates were improved by as much as 95%. The effects of a false-inclusion region were also evaluated and the results show that a small residual property bias of 6% in permittivity and 15% in conductivity can occur that does not otherwise degrade the property recovery accuracy of inclusions that actually exist. The work sets the stage for integrating microwave imaging with MR for improved resolution and functional imaging of the breast in the future. Medknow Publications Pvt Ltd 2011 /pmc/articles/PMC3159222/ /pubmed/21897561 http://dx.doi.org/10.4103/0971-6203.83482 Text en © Journal of Medical Physics http://creativecommons.org/licenses/by-nc-sa/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-Share Alike 3.0 Unported, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Golnabi, Amir H.
Meaney, Paul M.
Geimer, Shireen D.
Paulsen, Keith D.
Comparison of no-prior and soft-prior regularization in biomedical microwave imaging
title Comparison of no-prior and soft-prior regularization in biomedical microwave imaging
title_full Comparison of no-prior and soft-prior regularization in biomedical microwave imaging
title_fullStr Comparison of no-prior and soft-prior regularization in biomedical microwave imaging
title_full_unstemmed Comparison of no-prior and soft-prior regularization in biomedical microwave imaging
title_short Comparison of no-prior and soft-prior regularization in biomedical microwave imaging
title_sort comparison of no-prior and soft-prior regularization in biomedical microwave imaging
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3159222/
https://www.ncbi.nlm.nih.gov/pubmed/21897561
http://dx.doi.org/10.4103/0971-6203.83482
work_keys_str_mv AT golnabiamirh comparisonofnopriorandsoftpriorregularizationinbiomedicalmicrowaveimaging
AT meaneypaulm comparisonofnopriorandsoftpriorregularizationinbiomedicalmicrowaveimaging
AT geimershireend comparisonofnopriorandsoftpriorregularizationinbiomedicalmicrowaveimaging
AT paulsenkeithd comparisonofnopriorandsoftpriorregularizationinbiomedicalmicrowaveimaging