DocumentCode :
743974
Title :
Accuracy and Precision of Head Motion Information in Multi-Channel Free Induction Decay Navigators for Magnetic Resonance Imaging
Author :
Babayeva, Maryna ; Kober, Tobias ; Knowles, Benjamin ; Herbst, Michael ; Meuli, Reto ; Zaitsev, Maxim ; Krueger, Gunnar
Author_Institution :
Adv. Clinical Imaging Technol., Siemens Healthcare IM BM PI, Lausanne, Switzerland
Volume :
34
Issue :
9
fYear :
2015
Firstpage :
1879
Lastpage :
1889
Abstract :
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. FID-based 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 0.14±0.21 mm and 0.08±0.13°, 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° 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.
Keywords :
biomedical MRI; image sampling; medical image processing; motion estimation; regression analysis; 32-channel head coil array; clinical 3T MR scanner; guided head movement periods; head motion information accuracy; head motion information precision; linear regression model; magnetic flux density 3 T; magnetic resonance imaging; motion estimation; motion magnitudes; multichannel free induction decay navigators; optical motion tracking signals; optical motion tracking system; rigid-body head movement detection; robust model training; rotational error; sampling rates; translational error; universal free Induction decay-based motion model; Accuracy; Coils; Head; Magnetic heads; Navigation; Three-dimensional displays; Tracking; FID navigators; magnetic resonance imaging; motion compensation; motion detection; motion estimation;
fLanguage :
English
Journal_Title :
Medical Imaging, IEEE Transactions on
Publisher :
ieee
ISSN :
0278-0062
Type :
jour
DOI :
10.1109/TMI.2015.2413211
Filename :
7060682
Link To Document :
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