Image reconstruction from few views by non-convex optimization

Image reconstruction for fan-beam computed tomography (CT) from projection data containing a small number of views is investigated. An iterative algorithm is developed that seeks to minimize the total p-variation of the reconstructed image subject to the constraint that the estimated projection data...

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Published in2007 IEEE Nuclear Science Symposium Conference Record Vol. 5; pp. 3526 - 3530
Main Authors Sidky, E.Y., Chartrand, R., Xiaochuan Pan
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.10.2007
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ISBN1424409225
9781424409228
ISSN1082-3654
DOI10.1109/NSSMIC.2007.4436889

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Abstract Image reconstruction for fan-beam computed tomography (CT) from projection data containing a small number of views is investigated. An iterative algorithm is developed that seeks to minimize the total p-variation of the reconstructed image subject to the constraint that the estimated projection data agree with the available data to within a specified data tolerance e. A preliminary investigation on the dependence of image quality as a function of p and e is performed.
AbstractList Image reconstruction for fan-beam computed tomography (CT) from projection data containing a small number of views is investigated. An iterative algorithm is developed that seeks to minimize the total p-variation of the reconstructed image subject to the constraint that the estimated projection data agree with the available data to within a specified data tolerance e. A preliminary investigation on the dependence of image quality as a function of p and e is performed.
Author Chartrand, R.
Sidky, E.Y.
Xiaochuan Pan
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Snippet Image reconstruction for fan-beam computed tomography (CT) from projection data containing a small number of views is investigated. An iterative algorithm is...
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StartPage 3526
SubjectTerms Biomedical imaging
Computed tomography
Image quality
Image reconstruction
Iterative algorithms
Linear systems
Minimization methods
Nuclear and plasma sciences
Pixel
Title Image reconstruction from few views by non-convex optimization
URI https://ieeexplore.ieee.org/document/4436889
Volume 5
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