|
|
Pseudo-time particle filtering for diffuse optical tomography |
JOSA A, Vol. 28, Issue 10, pp. 2070-2081 (2011)
http://dx.doi.org/10.1364/JOSAA.28.002070
Enhanced HTML
Acrobat PDF (1559 KB)
Abstract
We recast the reconstruction problem of diffuse optical tomography (DOT) in a pseudo-dynamical framework and develop a method to recover the optical parameters using particle filters, i.e., stochastic filters based on Monte Carlo simulations. In particular, we have implemented two such filters, viz., the bootstrap (BS) filter and the Gaussian-sum (GS) filter and employed them to recover optical absorption coefficient distribution from both numerically simulated and experimentally generated photon fluence data. Using either indicator functions or compactly supported continuous kernels to represent the unknown property distribution within the inhomogeneous inclusions, we have drastically reduced the number of parameters to be recovered and thus brought the overall computation time to within reasonable limits. Even though the GS filter outperformed the BS filter in terms of accuracy of reconstruction, both gave fairly accurate recovery of the height, radius, and location of the inclusions. Since the present filtering algorithms do not use derivatives, we could demonstrate accurate contrast recovery even in the middle of the object where the usual deterministic algorithms perform poorly owing to the poor sensitivity of measurement of the parameters. Consistent with the fact that the DOT recovery, being ill posed, admits multiple solutions, both the filters gave solutions that were verified to be admissible by the closeness of the data computed through them to the data used in the filtering step (either numerically simulated or experimentally generated).
© 2011 Optical Society of America
OCIS Codes
(100.3010) Image processing : Image reconstruction techniques
(170.4580) Medical optics and biotechnology : Optical diagnostics for medicine
(170.6960) Medical optics and biotechnology : Tomography
(110.6955) Imaging systems : Tomographic imaging
ToC Category:
Imaging Systems
History
Original Manuscript: June 2, 2011
Revised Manuscript: August 3, 2011
Manuscript Accepted: August 4, 2011
Published: September 13, 2011
Virtual Issues
Vol. 6, Iss. 11 Virtual Journal for Biomedical Optics
Citation
Tara Raveendran, Saurabh Gupta, Ram Mohan Vasu, and Debasish Roy, "Pseudo-time particle filtering for diffuse optical tomography," J. Opt. Soc. Am. A 28, 2070-2081 (2011)
http://www.opticsinfobase.org/josaa/abstract.cfm?URI=josaa-28-10-2070
You do not have subscription access to this journal. Citation lists with outbound citation links are available to subscribers only. You may subscribe either as an OSA member, or as an authorized user of your institution.
Contact your librarian or system administrator
or
Log in to access OSA Member Subscription
You do not have subscription access to this journal. Cited by links are available to subscribers only. You may subscribe either as an OSA member, or as an authorized user of your institution.
Contact your librarian or system administrator
or
Log in to access OSA Member Subscription
You do not have subscription access to this journal. Figure files are available to subscribers only. You may subscribe either as an OSA member, or as an authorized user of your institution.
Contact your librarian or system administrator
or
Log in to access OSA Member Subscription
You do not have subscription access to this journal. Article level metrics are available to subscribers only. You may subscribe either as an OSA member, or as an authorized user of your institution.
Contact your librarian or system administrator
or
Log in to access OSA Member Subscription





OSA is a member of 