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
Link To Document :
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