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  4. Accuracy and Precision of Head Motion Information in Multi-Channel Free Induction Decay Navigators for Magnetic Resonance Imaging
 
research article

Accuracy and Precision of Head Motion Information in Multi-Channel Free Induction Decay Navigators for Magnetic Resonance Imaging

Babayeva, Maryna  
•
Kober, Tobias  
•
Knowles, Benjamin
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2015
IEEE transactions on medical imaging

Free induction decay (FID) navigators were found to qualitatively detect rigid-body head movements, yet it is unknown to what extent they can provide quantitative motion estimates. Here, we acquired FID navigators at different sampling rates and simultaneously measured head movements using a highly accurate optical motion tracking system. This strategy allowed us to estimate the accuracy and precision of FID navigators for quantification of rigid-body head movements. Five subjects were scanned with a 32-channel head coil array on a clinical 3T MR scanner during several resting and guided head movement periods. For each subject we trained a linear regression model based on FID navigator and optical motion tracking signals. FIDbased motion model accuracy and precision was evaluated using cross-validation. FID-based prediction of rigid-body head motion was found to be with a mean translational and rotational error of 0.140.21 mm and 0.080.13, respectively. Robust model training with sub-millimeter and sub-degree accuracy could be achieved using 100 data points with motion magnitudes of 2 mm and 1 degree for translation and rotation. The obtained linear models appeared to be subject-specific as inter-subject application of a 'universal' FID-based motion model resulted in poor prediction accuracy. The results show that substantial rigid-body motion information is encoded in FID navigator signal time courses. Although, the applied method currently requires the simultaneous acquisition of FID signals and optical tracking data, the findings suggest that multi-channel FID navigators have a potential to complement existing tracking technologies for accurate rigid-body motion detection and correction in MRI.

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Type
research article
DOI
10.1109/TMI.2015.2413211
Web of Science ID

WOS:000361245700010

Author(s)
Babayeva, Maryna  
Kober, Tobias  
Knowles, Benjamin
Herbst, Michael
Zaitsev, Maxim
Krueger, Gunnar  
Date Issued

2015

Publisher

Ieee-Inst Electrical Electronics Engineers Inc

Published in
IEEE transactions on medical imaging
Volume

34

Issue

9

Start page

1879

End page

1889

Subjects

CIBM-AIT

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
CIBM  
Available on Infoscience
May 27, 2015
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/114075
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