DocumentCode :
1765232
Title :
Simultaneous Phase Unwrapping and Removal of Chemical Shift (SPURS) Using Graph Cuts: Application in Quantitative Susceptibility Mapping
Author :
Jianwu Dong ; Tian Liu ; Feng Chen ; Dong Zhou ; Dimov, Alexey ; Raj, Ashish ; Qiang Cheng ; Spincemaille, Pascal ; Yi Wang
Author_Institution :
Dept. of Autom., Tsinghua Univ., Beijing, China
Volume :
34
Issue :
2
fYear :
2015
fDate :
Feb. 2015
Firstpage :
531
Lastpage :
540
Abstract :
Quantitative susceptibility mapping (QSM) is a magnetic resonance imaging technique that reveals tissue magnetic susceptibility. It relies on having a high quality field map, typically acquired with a relatively long echo spacing and long final TE. Applications of QSM outside the brain require the removal of fat contributions to the total signal phase. However, current water/fat separation methods applied on typical data acquired for QSM suffer from three issues: inadequacy when using large echo spacing, over-smoothing of the field maps and high computational cost. In this paper, the general phase wrap and chemical shift problem is formulated using a single species fitting and is solved using graph cuts with conditional jump moves. This method is referred as simultaneous phase unwrapping and removal of chemical shift (SPURS). The result from SPURS is then used as the initial guess for a voxel-wise iterative decomposition of water and fat with echo asymmetric and least-squares estimation (IDEAL). The estimated 3-D field maps are used to compute QSM in body regions outside of the brain, such as the liver. Experimental results show substantial improvements in field map estimation, water/fat separation and reconstructed QSM compared to two existing water/fat separation methods on 1.5T and 3T magnetic resonance human data with long echo spacing and rapid field map variation.
Keywords :
biological tissues; biomedical MRI; brain; chemical shift; image reconstruction; iterative methods; liver; magnetic susceptibility; medical image processing; neurophysiology; 3D field maps; QSM reconstruction; brain; chemical shift removal; current water-fat separation methods; echo spacing; field map estimation; graph cuts; high quality field map; large echo spacing; least-squares estimation; liver; magnetic flux density 1.5 T; magnetic flux density 3 T; magnetic resonance human data; magnetic resonance imaging technique; quantitative susceptibility mapping; rapid field map variation; simultaneous phase unwrapping; tissue magnetic susceptibility; total signal phase; voxel-wise iterative decomposition; water; water-fat separation methods; Chemicals; Estimation; Fitting; Magnetic resonance imaging; Numerical models; Optimization; Three-dimensional displays; Field map estimation; magnetic resonance imaging (MRI); quantitative susceptibility mapping; water/fat separation;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2014.2361764
Filename :
6918521
Link To Document :
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