Title :
Constrained TV-minimization reconstruction from exterior CT data
Author :
Buxin Chen ; Min Yang ; Zheng Zhang ; Xiao Han ; Junguo Bian ; Sidky, Emil ; Xiaochuan Pan
Author_Institution :
Dept. of Radiol., Univ. of Chicago, Chicago, IL, USA
fDate :
Oct. 27 2013-Nov. 2 2013
Abstract :
Exterior data in CT refer to the data acquired from detector bins on one side of the detector center. It corresponds to, in the image space, an annulus-shaped scanning FOV. Exterior scanning geometry is of practical interest to obtaining the tomographic information of the peripheral region, when the center of the object can and/or should be spared from X-ray irradiation. In this work, we investigated the applicability of optimization-based reconstruction from exterior CT data. Data sets containing different numbers of detector bins from the edge, simulating different degrees of data exteriority, were extracted from the full, non-exterior data collected by scanning a hollow object with a laboratory CT system. The reconstruction results were characterized against image results using the conventional FBP algorithm. Quantitative assessments were carried out by calculating the UQIs and MSEs for all exterior reconstruction images with respect to reference images reconstructed from full data using the FBP algorithm. Both visual comparison and quantitative assessments suggest that optimization-based reconstruction is potentially a more viable solution for the exterior CT data than FBP reconstruction.
Keywords :
computerised tomography; image reconstruction; medical image processing; minimisation; FBP reconstruction; MSE; UQI; X-ray irradiation; annulus-shaped scanning FOV; constrained TV-minimization reconstruction; conventional FBP algorithm; data exteriority; data sets; detector bins numbers; detector center; exterior CT data; exterior image reconstruction; exterior scanning geometry; full data; hollow object; image space; laboratory CT system; nonexterior data; object center; optimization-based reconstruction; peripheral region; quantitative assessments; reference image reconstruction; tomographic information; visual comparison; Computed tomography; Data mining; Detectors; Image reconstruction; Measurement; X-ray imaging;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2013 IEEE
Conference_Location :
Seoul
Print_ISBN :
978-1-4799-0533-1
DOI :
10.1109/NSSMIC.2013.6829356