DocumentCode :
2478120
Title :
A joint acquisition-reconstruction paradigm for correcting inhomogeneity artifacts in MR echo planar imaging
Author :
Dagher, Joseph C. ; Meyer, François G.
fYear :
2011
fDate :
Aug. 30 2011-Sept. 3 2011
Firstpage :
3744
Lastpage :
3750
Abstract :
One of the main sources of signal degradation in rapid MR acquisitions, such as Echo Planar Imaging (EPI), is magnetic field variations caused by field inhomogeneities and susceptibility gradients. If unaccounted for during the reconstruction process, this spatially-varying field can cause severe image artifacts. In this paper, we show that correcting for the resulting degradations can be formulated as a blind image deconvolution problem. We propose a novel joint acquisition-processing paradigm to solve this problem. We describe a practical implementation of this paradigm using a multi-image acquisition strategy and a corresponding joint estimation-reconstruction algorithm. The estimation step computes the spatial distribution of the field maps, while the reconstruction step yields a Minimum Mean Squared Error (MMSE) estimate of the imaged slice. Our simulations show that this proposed joint acquisition-reconstruction method is robust and efficient, offering factors of improvement in the quality of the reconstructed image as compared to other traditional methods.
Keywords :
biomedical MRI; blind source separation; deconvolution; image reconstruction; medical image processing; EPI; MMSE estimation; MR echo planar imaging; blind image deconvolution problem; field inhomogeneities; inhomogeneity artifacts correction; joint acquisition-reconstruction paradigm; magnetic field variations; minimum mean squared error; multiimage acquisition strategy; rapid MR acquisitions; signal degradation; spatially varying field; susceptibility gradients; Estimation; Image reconstruction; Joints; Nonhomogeneous media; Signal to noise ratio; Silicon carbide; Echo-Planar Imaging; Humans; Models, Theoretical;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/IEMBS.2011.6090638
Filename :
6090638
Link To Document :
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