DocumentCode :
3533221
Title :
A patchwork (back)projector to accelerate artifact reduction in CT reconstruction
Author :
Van Slambrouck, Katrien ; Nuyts, Johan
Author_Institution :
Dept. of Nucl. Med., K.U. Leuven, Leuven, Belgium
fYear :
2010
fDate :
Oct. 30 2010-Nov. 6 2010
Firstpage :
2625
Lastpage :
2629
Abstract :
Artifacts in computed tomography (CT) reconstruction are often caused by an inaccurate modeling of the acquisition during reconstruction. These artifacts can be severe when metals are in the field of view. A better modeling of the acquisition during reconstruction reduces artifacts but often leads to a substantial increase in computation time. Because metals are the most prominent source of the artifacts, we hypothesize it would be sufficient to limit the more complex model to regions close to metals and use less complex, faster models for the other parts. For this purpose we present a patchwork (back)projector, embedded in an iterative reconstruction algorithm, which is able to change reconstruction properties for a particular area in the object. We combined reconstruction models with different complexity for the reduction of non-linear partial volume effects and beam hardening. In this way we reduced the computation time while keeping the same image quality. Moreover, an improved convergence is achieved by dividing the image into subareas, patches. The presented results are for a two dimensional geometry, in the future we will extend this to three dimensions.
Keywords :
computerised tomography; image reconstruction; iterative methods; medical image processing; CT reconstruction; artifact reduction; beam hardening; computed tomography; image quality; iterative reconstruction algorithm; nonlinear partial volume effects; patchwork backprojector; Computational modeling; Computed tomography; Convergence; Detectors; Image reconstruction; Metals; Pixel;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Nuclear Science Symposium Conference Record (NSS/MIC), 2010 IEEE
Conference_Location :
Knoxville, TN
ISSN :
1095-7863
Print_ISBN :
978-1-4244-9106-3
Type :
conf
DOI :
10.1109/NSSMIC.2010.5874265
Filename :
5874265
Link To Document :
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