Title :
ECG-gated C-arm computed tomography using L1 regularization
Author :
Mory, Cyril ; Zhang, Bo ; Auvray, Vincent ; Grass, Michael ; Schäfer, Dirk ; Peyrin, Françoise ; Rit, Simon ; Douek, Philippe ; Boussel, Loïc
Author_Institution :
CREATIS, Univ. de Lyon 1, Lyon, France
Abstract :
Cardiac C-Arm computed tomography leads to a view-starved reconstruction problem because of electrocardiogram gating. The lack of data has to be compensated by a-priori information on the solution. While standard regularization is performed by minimizing a quadratic penalty term, recently proposed limited-view reconstruction techniques perform it by minimizing the L1-norm of the signal in a basis where it is supposed to be sparse. Although some algorithms are formulated with this generic L1-norm term, their practical implementations replace it by total variation, which leads to piecewise constant images. In this article, we investigate the benefits of using a different sparsifying basis, which can be chosen depending on the expected properties of the solution. It results in more flexibility in the reconstruction. We provide an in-depth description of the algorithm used for the minimization.
Keywords :
computerised tomography; electrocardiography; image reconstruction; medical image processing; minimisation; ECG-gated C-arm computed tomography; L1 regularization; cardiac C-Arm computed tomography; electrocardiogram gating; limited-view reconstruction technique; piecewise constant image; quadratic penalty term minimisation; sparsifying basis; view-starved reconstruction problem; Computed tomography; Cost function; Heart; Image reconstruction; Phantoms; TV; C-Arm; ECG-gating; augmented Lagrangian; computed tomography; conjugate gradient;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2012 Proceedings of the 20th European
Conference_Location :
Bucharest
Print_ISBN :
978-1-4673-1068-0