DocumentCode
3478301
Title
Fluorescence diffuse optical image reconstruction with a priori information
Author
Zhou, Lu ; Jin, An ; Yazici, Birsen
Author_Institution
Rensselaer Polytech. Inst., Troy, NY, USA
fYear
2009
fDate
7-10 Nov. 2009
Firstpage
1741
Lastpage
1744
Abstract
This paper addresses fluorescence diffuse optical tomography (FDOT) reconstruction problem with a priori information. We assume that approximate location of the fluorophore concentration is known from physiology of the disease and nature of the fluorophore injected. In addition, we assume the anatomical edge structures from an anatomical image modality partially coincident with the edges of the fluorophore concentration image. We formulate FDOT reconstruction in Bayesian framework and model a priori information of FDOT into a Gaussian Markov random field (GMRF) with several unknown parameters. We simultaneously estimate the optical image and the unknown a priori model parameters. Numerical simulations demonstrate that the a priori information could effectively improve the image reconstruction results.
Keywords
Gaussian processes; Markov processes; belief networks; biomedical optical imaging; diseases; edge detection; fluorescence spectroscopy; image reconstruction; medical image processing; numerical analysis; optical tomography; Bayesian framework; Gaussian Markov random field; a priori information; anatomical edge structures; anatomical image modality; disease physiology; fluorescence diffuse optical image reconstruction; fluorophore concentration image; numerical simulations; Biomedical optical imaging; Diseases; Fluorescence; Image reconstruction; Markov random fields; Nonlinear optics; Optical sensors; Physiology; Stimulated emission; Tomography; fluorescence; image reconstruction; optical tomography;
fLanguage
English
Publisher
ieee
Conference_Titel
Image Processing (ICIP), 2009 16th IEEE International Conference on
Conference_Location
Cairo
ISSN
1522-4880
Print_ISBN
978-1-4244-5653-6
Electronic_ISBN
1522-4880
Type
conf
DOI
10.1109/ICIP.2009.5413622
Filename
5413622
Link To Document