DocumentCode
2503351
Title
Regularized Nonnegative Matrix Factorization for autofluorescence removal in fluorescence optical imaging
Author
Montcuquet, Anne-Sophie ; Herve, Lionel ; Navarro, Fabrice ; Dinten, Jean-Marc ; Mars, Jérôme I.
Author_Institution
LETI, CEA, Grenoble, France
fYear
2011
fDate
28-30 June 2011
Firstpage
113
Lastpage
116
Abstract
Fluorescence imaging in diffusive media locates cancers thanks to injected fluorescent markers specific to the tumors. The region of interest is illuminated with red light and the emitted back fluorescence is analyzed to locate the fluorescence sources. To detect accurately the markers signal and be able to explore thick media (breast, prostate), autofluores-cence emitted by biological tissues has to be removed. We propose a spectroscopic approach, based on Non-negative Matrix Factorization (NMF) method, and present interest of regularized NMF algorithms on unmixing results. In vivo autofluorescence removal and tumor detection enhancement results on mice will be presented.
Keywords
biomedical optical imaging; cancer; fluorescence; tumours; autofluorescence removal; breast; cancer; diffusive media; fluorescence optical imaging; prostate; regularized nonnegative matrix factorization; tumor; Breast; Cost function; Fluorescence; In vivo; Mice; Optical imaging; Tumors; Fluorescence spectroscopy; autofluores-cence; positive source separation;
fLanguage
English
Publisher
ieee
Conference_Titel
Statistical Signal Processing Workshop (SSP), 2011 IEEE
Conference_Location
Nice
ISSN
pending
Print_ISBN
978-1-4577-0569-4
Type
conf
DOI
10.1109/SSP.2011.5967634
Filename
5967634
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