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Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography

BACKGROUND: In diffuse optical tomography, determining the optimal angle between the source and detector is an effective method to reduce the number of projections while maintaining the quality of the reconstructed images. In this study, a new parameter is introduced to evaluate the source-detector...

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Autores principales: Ebrahimpour, Anita, Zakariaee, Seyed Salman, Hejazi, Marjaneh
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Wolters Kluwer - Medknow 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7359954/
https://www.ncbi.nlm.nih.gov/pubmed/32676448
http://dx.doi.org/10.4103/jmss.JMSS_67_18
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author Ebrahimpour, Anita
Zakariaee, Seyed Salman
Hejazi, Marjaneh
author_facet Ebrahimpour, Anita
Zakariaee, Seyed Salman
Hejazi, Marjaneh
author_sort Ebrahimpour, Anita
collection PubMed
description BACKGROUND: In diffuse optical tomography, determining the optimal angle between the source and detector is an effective method to reduce the number of projections while maintaining the quality of the reconstructed images. In this study, a new parameter is introduced to evaluate the source-detector geometries. METHODS: A two-dimensional mesh with the radius of 20 mm and 7987 nodes were built. In each reconstruction, 0.5 mm heterogeneity with the absorption coefficient of 0.06 mm(−1) and the dispersion coefficient of 0.6 mm(−1) was added in different parts of the sample randomly. The relationship between the mean square error (MSE), sensitivity Laplacian ratio (SLR), and sensitivity standard deviation ratio (SSR) was evaluated based on their correlation coefficients. The quality of the images achieved using the optimized projections were compared with that of the full projections for the same depths. RESULTS: MSE decreases by increasing the SLR magnitudes which indicate that the parameter could be used to evaluate the scanning geometries. There was a negative correlation coefficient (R = −0.76) with the inverse relationship between the SLR and MSE indices. SSR does not have a significant relationship with the quality of the reconstructed images. For each scanning depth, the comparison of the images obtained using the full and optimized-selective projections did not show any considerable difference despite the decrease of the projection numbers in scanning geometry with the optimized-selective projections. CONCLUSION: The unnecessary projections could be eliminated by placing the detectors at the specific angles, which were determined using the SLR. Thus, a proper compromise between the quality of the reconstructed images and reconstruction time might establish.
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spelling pubmed-73599542020-07-15 Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography Ebrahimpour, Anita Zakariaee, Seyed Salman Hejazi, Marjaneh J Med Signals Sens Original Article BACKGROUND: In diffuse optical tomography, determining the optimal angle between the source and detector is an effective method to reduce the number of projections while maintaining the quality of the reconstructed images. In this study, a new parameter is introduced to evaluate the source-detector geometries. METHODS: A two-dimensional mesh with the radius of 20 mm and 7987 nodes were built. In each reconstruction, 0.5 mm heterogeneity with the absorption coefficient of 0.06 mm(−1) and the dispersion coefficient of 0.6 mm(−1) was added in different parts of the sample randomly. The relationship between the mean square error (MSE), sensitivity Laplacian ratio (SLR), and sensitivity standard deviation ratio (SSR) was evaluated based on their correlation coefficients. The quality of the images achieved using the optimized projections were compared with that of the full projections for the same depths. RESULTS: MSE decreases by increasing the SLR magnitudes which indicate that the parameter could be used to evaluate the scanning geometries. There was a negative correlation coefficient (R = −0.76) with the inverse relationship between the SLR and MSE indices. SSR does not have a significant relationship with the quality of the reconstructed images. For each scanning depth, the comparison of the images obtained using the full and optimized-selective projections did not show any considerable difference despite the decrease of the projection numbers in scanning geometry with the optimized-selective projections. CONCLUSION: The unnecessary projections could be eliminated by placing the detectors at the specific angles, which were determined using the SLR. Thus, a proper compromise between the quality of the reconstructed images and reconstruction time might establish. Wolters Kluwer - Medknow 2020-04-25 /pmc/articles/PMC7359954/ /pubmed/32676448 http://dx.doi.org/10.4103/jmss.JMSS_67_18 Text en Copyright: © 2020 Journal of Medical Signals & Sensors http://creativecommons.org/licenses/by-nc-sa/4.0 This is an open access journal, and articles are distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike 4.0 License, which allows others to remix, tweak, and build upon the work non-commercially, as long as appropriate credit is given and the new creations are licensed under the identical terms.
spellingShingle Original Article
Ebrahimpour, Anita
Zakariaee, Seyed Salman
Hejazi, Marjaneh
Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography
title Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography
title_full Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography
title_fullStr Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography
title_full_unstemmed Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography
title_short Sensitivity Laplacian Ratio-Based Optimization of the Projection Selection for Diffuse Optical Tomography
title_sort sensitivity laplacian ratio-based optimization of the projection selection for diffuse optical tomography
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7359954/
https://www.ncbi.nlm.nih.gov/pubmed/32676448
http://dx.doi.org/10.4103/jmss.JMSS_67_18
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