Title :
Parametric level-set approach for hyperspectral diffuse optical tomography
Author :
Larusson, Fridrik ; Fantini, Sergio ; Miller, Eric L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Tufts Univ., Medford, MA, USA
fDate :
March 30 2011-April 2 2011
Abstract :
We explore the development and performance of algorithms for hyperspectral diffuse optical tomography (DOT) in which data from hundreds of wavelengths are collected and used to determine the concentration distribution of chromophores in the medium under investigation. An efficient method is detailed for forming the images using iterative algorithms applied to a linearized Born approximation model. Specifically, a parametric level-set approach is employed to obtain estimates of chromophore concentrations and scattering properties. We report image reconstructions using 126 wavelengths with mean square error around 0.05 for each chromophore in simulated data, a significant improvement over reconstructions using the level-set method and a pixel based method using fewer wavelengths chosen optimally according to the criterion in [1]. We additionally report improvement in reconstruction for phantom measurements where species concentrations are estimated more accurately than images constructed using fewer wavelengths.
Keywords :
biomedical optical imaging; data analysis; image reconstruction; iterative methods; mean square error methods; medical image processing; optical tomography; phantoms; spectral analysis; chromophore concentrations; data analysis; hyperspectral diffuse optical tomography; image reconstruction; iterative algorithm; linearized Born approximation model; mean square error; parametric level-set method; phantom measurements; scattering properties; Detectors; Hyperspectral imaging; Image reconstruction; Optical imaging; Pixel; Scattering; US Department of Transportation; Diffusion; Inverse Problems; Mammography; Optical Tomography; Photon migration;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872560