Title :
GISTA reconstructs faster with a restart strategy and even faster with a FISTA-like reconstruction
Author :
Cloquet, Christophe ; Loris, Ignace ; Verhoeven, Chris ; Defrise, Michel
Author_Institution :
Dept. of Nucl. Med., Vrije Univ. Brussel, Brussels, Belgium
fDate :
Oct. 27 2012-Nov. 3 2012
Abstract :
In this work, we showed that GISTA, reconstructing images with proven convergence and no internal iteration, can be used in CT reconstruction using the TV penalty. We showed that a careful choice of the initialization speeds up the algorithm in the early iterations. We suggested that a restart scheme might help further, and that a FISTA-Iike scheme might be worth investigating.
Keywords :
computerised tomography; convergence of numerical methods; image reconstruction; iterative methods; medical image processing; CT image reconstruction; FISTA-like reconstruction; GISTA image reconstruction; TV penalty; computed tomography; convergence; iteration;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2012 IEEE
Conference_Location :
Anaheim, CA
Print_ISBN :
978-1-4673-2028-3
DOI :
10.1109/NSSMIC.2012.6551530