Title :
An a priori information based algorithm for artifact preventive reconstruction in few-view computed tomography
Author :
Vlasov, Vitaly V. ; Konovalov, Alexander B. ; Uglov, Alexander S.
Author_Institution :
Russian Fed. Nucl. Center, Zababakhin Inst. of Appl. Phys., Chelyabinsk, Russia
Abstract :
The paper considers a new iterative algorithm for tomographic image reconstruction when a very limited number of projections are registered. The algorithm uses a priori information on the discrete values of the object function to be reconstructed and is based on the known multiplicative algebraic reconstruction technique (MART). The new algorithm we called MART-AP organizes a cycle of “external” iterations where the image is corrected at each iteration, using the MART and an image mask synthesized with the help of a priori information. It has been shown in numerical experiment that the algorithm proposed helps completely remove streaklike artifacts usually present on the tomograms which were reconstructed in conditions of strongly incomplete data.
Keywords :
algebra; computerised tomography; image reconstruction; iterative methods; medical image processing; MART-AP; a priori information based algorithm; artifact preventive reconstruction; few-view computed tomography; image mask synthesization; iterative algorithm; multiplicative algebraic reconstruction technique; object function discrete valuee; streaklike artifact removal; tomographic image reconstruction; Approximation methods; Computed tomography; Image reconstruction; Mathematical model; Signal processing algorithms; Trajectory;
Conference_Titel :
Communications Control and Signal Processing (ISCCSP), 2012 5th International Symposium on
Conference_Location :
Rome
Print_ISBN :
978-1-4673-0274-6
DOI :
10.1109/ISCCSP.2012.6217778