DocumentCode
48054
Title
Reconstruction of 4-D Dynamic SPECT Images From Inconsistent Projections Using a Spline Initialized FADS Algorithm (SIFADS)
Author
Abdalah, Mahmoud ; Boutchko, Rostyslav ; Mitra, Debasis ; Gullberg, Grant T.
Author_Institution
Comput. Sci. Dept., Florida Inst. of Technol., Melbourne, FL, USA
Volume
34
Issue
1
fYear
2015
fDate
Jan. 2015
Firstpage
216
Lastpage
228
Abstract
In this paper, we propose and validate an algorithm of extracting voxel-by-voxel time activity curves directly from inconsistent projections applied in dynamic cardiac SPECT. The algorithm was derived based on factor analysis of dynamic structures (FADS) approach and imposes prior information by applying several regularization functions with adaptively changing relative weighting. The anatomical information of the imaged subject was used to apply the proposed regularization functions adaptively in the spatial domain. The algorithm performance is validated by reconstructing dynamic datasets simulated using the NCAT phantom with a range of different input tissue time-activity curves. The results are compared to the spline-based and FADS methods. The validated algorithm is then applied to reconstruct pre-clinical cardiac SPECT data from canine and murine subjects. Images, generated from both simulated and experimentally acquired data confirm the ability of the new algorithm to solve the inverse problem of dynamic SPECT with slow gantry rotation.
Keywords
biological tissues; image reconstruction; inverse problems; medical image processing; phantoms; single photon emission computed tomography; splines (mathematics); 4D dynamic SPECT image reconstruction; NCAT phantom; SIFADS; anatomical information; canine subjects; dynamic cardiac SPECT; factor analysis of dynamic structures; inconsistent projections; inverse problem; murine subjects; regularization function; slow gantry rotation; spline initialized FADS algorithm; tissue time-activity curves; voxel-by-voxel time activity curves; Algorithm design and analysis; Heuristic algorithms; Image reconstruction; Indexes; Optimization; Single photon emission computed tomography; Splines (mathematics); Dynamic single photon emission computed tomography (SPECT); image reconstruction; optimization; regularization;
fLanguage
English
Journal_Title
Medical Imaging, IEEE Transactions on
Publisher
ieee
ISSN
0278-0062
Type
jour
DOI
10.1109/TMI.2014.2352033
Filename
6884846
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