DocumentCode :
1820332
Title :
Estimation-theoretic algorithms and bounds for three-dimensional polar shape-based imaging in diffuse optical tomography
Author :
Boverman, Gregory ; Miller, Eric L.
Author_Institution :
Dept. of Electr. & Comput. Eng., Northeastern Univ., Boston, MA
fYear :
2006
fDate :
6-9 April 2006
Firstpage :
1132
Lastpage :
1135
Abstract :
In the case where we have prior knowledge that a medium can be well approximated as being piecewise constant, we can resolve edges in three-dimensional diffuse optical tomography, generally thought of as a low-resolution imaging modality due to the extremely smoothing nature of the diffusion operator. Assuming that the piecewise-constant regions are polar, we parametrize the boundary using spherical harmonics, reducing the inverse problem to a low-dimensional parameter estimation problem. We show how the sensitivity of the forward model to shape variations can be efficiently, directly computed. The resulting shape Jacobian is used both in the context of an estimation algorithm for determining these parameters and as the basis for Cramer-Rao bounds calculations that provide for an understanding of the fundamental limits on our ability to resolve shape structure from DOT data
Keywords :
Jacobian matrices; biomedical optical imaging; estimation theory; inverse problems; medical image processing; optical tomography; parameter estimation; Cramer-Rao bounds; DOT data; boundary parametrization; diffusion operator; estimation-theoretic algorithms; inverse problem; low-dimensional parameter estimation problem; low-resolution imaging modality; piecewise-constant regions; shape Jacobian; spherical harmonics; three-dimensional diffuse optical tomography; three-dimensional polar shape-based imaging; Image resolution; Inverse problems; Jacobian matrices; Optical imaging; Optical sensors; Parameter estimation; Shape; Smoothing methods; Tomography; Ultraviolet sources;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging: Nano to Macro, 2006. 3rd IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
0-7803-9576-X
Type :
conf
DOI :
10.1109/ISBI.2006.1625122
Filename :
1625122
Link To Document :
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