Diffuse Optical Imaging Using Decomposition Methods

Diffuse optical imaging (DOI) for detecting and locating targets in a highly scattering turbid medium is treated as a blind source separation (BSS) problem. Three matrix decomposition methods, independent component analysis (ICA), principal component analysis (PCA), and nonnegative matrix factorizat...

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Main Authors: Binlin Wu, M. Alrubaiee, W. Cai, M. Xu, S. K. Gayen
Format: Article
Language:English
Published: Wiley 2012-01-01
Series:International Journal of Optics
Online Access:http://dx.doi.org/10.1155/2012/185435
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author Binlin Wu
M. Alrubaiee
W. Cai
M. Xu
S. K. Gayen
author_facet Binlin Wu
M. Alrubaiee
W. Cai
M. Xu
S. K. Gayen
author_sort Binlin Wu
collection DOAJ
description Diffuse optical imaging (DOI) for detecting and locating targets in a highly scattering turbid medium is treated as a blind source separation (BSS) problem. Three matrix decomposition methods, independent component analysis (ICA), principal component analysis (PCA), and nonnegative matrix factorization (NMF) were used to study the DOI problem. The efficacy of resulting approaches was evaluated and compared using simulated and experimental data. Samples used in the experiments included Intralipid-10% or Intralipid-20% suspension in water as the medium with absorptive or scattering targets embedded.
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institution Kabale University
issn 1687-9384
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language English
publishDate 2012-01-01
publisher Wiley
record_format Article
series International Journal of Optics
spelling doaj-art-92ee657f0edc443cbc8db61c276508cc2025-08-20T03:37:23ZengWileyInternational Journal of Optics1687-93841687-93922012-01-01201210.1155/2012/185435185435Diffuse Optical Imaging Using Decomposition MethodsBinlin Wu0M. Alrubaiee1W. Cai2M. Xu3S. K. Gayen4Department of Physics, The City College and The Graduate Center of The City University of New York, 160 Convent Avenue, New York, NY 10031, USADepartment of Physics, The City College and The Graduate Center of The City University of New York, 160 Convent Avenue, New York, NY 10031, USADepartment of Physics, The City College and The Graduate Center of The City University of New York, 160 Convent Avenue, New York, NY 10031, USADepartment of Physics, Fairfield University, 1073 North Benson Road, Fairfield, CT 06824, USADepartment of Physics, The City College and The Graduate Center of The City University of New York, 160 Convent Avenue, New York, NY 10031, USADiffuse optical imaging (DOI) for detecting and locating targets in a highly scattering turbid medium is treated as a blind source separation (BSS) problem. Three matrix decomposition methods, independent component analysis (ICA), principal component analysis (PCA), and nonnegative matrix factorization (NMF) were used to study the DOI problem. The efficacy of resulting approaches was evaluated and compared using simulated and experimental data. Samples used in the experiments included Intralipid-10% or Intralipid-20% suspension in water as the medium with absorptive or scattering targets embedded.http://dx.doi.org/10.1155/2012/185435
spellingShingle Binlin Wu
M. Alrubaiee
W. Cai
M. Xu
S. K. Gayen
Diffuse Optical Imaging Using Decomposition Methods
International Journal of Optics
title Diffuse Optical Imaging Using Decomposition Methods
title_full Diffuse Optical Imaging Using Decomposition Methods
title_fullStr Diffuse Optical Imaging Using Decomposition Methods
title_full_unstemmed Diffuse Optical Imaging Using Decomposition Methods
title_short Diffuse Optical Imaging Using Decomposition Methods
title_sort diffuse optical imaging using decomposition methods
url http://dx.doi.org/10.1155/2012/185435
work_keys_str_mv AT binlinwu diffuseopticalimagingusingdecompositionmethods
AT malrubaiee diffuseopticalimagingusingdecompositionmethods
AT wcai diffuseopticalimagingusingdecompositionmethods
AT mxu diffuseopticalimagingusingdecompositionmethods
AT skgayen diffuseopticalimagingusingdecompositionmethods