Title :
Three dimensional nonlinear inversion for diffuse optical tomography
Author :
Boverman, Greg ; Miller, Eric ; Boas, David
Author_Institution :
Dept. of Electr. & Comput. Eng., Northeastern Univ., Boston, MA, USA
Abstract :
We show results for full three-dimensional nonlinear inversion of the parameters of a diffusive partial differential equation, specifically for an optical tomography application. We compute functional derivatives of the parameters with respect to the mean-squared error using the adjoint field method, and implement two forms of regularization. In the first, a penalty term is introduced into the error functional, and in the second, the solution to the inverse problem is assumed to belong to a parametrized class of functions. In the case where this assumption is correct, our results demonstrate that the parameters can recovered with high accuracy, yielding a better inversion result than the traditional Tikhonov-type approach.
Keywords :
biomedical optical imaging; errors; inverse problems; medical image processing; optical tomography; partial differential equations; adjoint field method; diffusive partial differential equation parameters; error functional; full three-dimensional nonlinear inversion; mean-squared error; medical imaging systems; parametrized class of functions; regularization; traditional Tikhonov-type approach; Application software; Biomedical optical imaging; Cost function; Nonlinear optics; Optical computing; Optical imaging; Optical sensors; Optimization methods; Radiology; Tomography;
Conference_Titel :
Biomedical Imaging, 2002. Proceedings. 2002 IEEE International Symposium on
Print_ISBN :
0-7803-7584-X
DOI :
10.1109/ISBI.2002.1029191