A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking

A novel B-Spline based approach to phase unwrapping in tagged magnetic resonance images is proposed for cardiac motion tracking. A bicubic B-spline surface is used to model the absolute phase. The phase unwrapping problem is formulated as a mixed integer optimization problem that minimizes the sum o...

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Main Authors: Chiang, Patricia, Cai, Yiyu, Mak, Koon Hou, Zheng, Jianmin
Other Authors: School of Computer Engineering
Format: Article
Language:English
Published: 2013
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Online Access:https://hdl.handle.net/10356/106073
http://hdl.handle.net/10220/16614
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1060732020-05-28T07:17:18Z A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking Chiang, Patricia Cai, Yiyu Mak, Koon Hou Zheng, Jianmin School of Computer Engineering School of Mechanical and Aerospace Engineering DRNTU::Engineering::Computer science and engineering::Computer applications::Life and medical sciences A novel B-Spline based approach to phase unwrapping in tagged magnetic resonance images is proposed for cardiac motion tracking. A bicubic B-spline surface is used to model the absolute phase. The phase unwrapping problem is formulated as a mixed integer optimization problem that minimizes the sum of the difference between the spatial gradients of absolute and wrapped phases, and the difference between the rewrapped and wrapped phases. In contrast to the existing techniques for motion tracking, the proposed approach can overcome the limitation of interframe half-tag displacement and increase the robustness of motion tracking. The article further presents a hybrid harmonic phase imaging-B-spline method to take the advantage of the harmonic phase imaging method for small motion and the efficiency of the B-Spline approach for large motion. The proposed approach has been successively applied to a full set of cardiac MRI scans in both long and short axis slices with superior performance when compared with the harmonic phase imaging and quality guided path-following methods. 2013-10-18T06:27:39Z 2019-12-06T22:04:06Z 2013-10-18T06:27:39Z 2019-12-06T22:04:06Z 2012 2012 Journal Article Chiang, P., Cai, Y., Mak, K. H., & Zheng, J. (2013). A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking. Magnetic Resonance in Medicine, 69(5), 1297-1309. 0740-3194 https://hdl.handle.net/10356/106073 http://hdl.handle.net/10220/16614 10.1002/mrm.24359 en Magnetic Resonance in Medicine
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering::Computer applications::Life and medical sciences
spellingShingle DRNTU::Engineering::Computer science and engineering::Computer applications::Life and medical sciences
Chiang, Patricia
Cai, Yiyu
Mak, Koon Hou
Zheng, Jianmin
A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking
description A novel B-Spline based approach to phase unwrapping in tagged magnetic resonance images is proposed for cardiac motion tracking. A bicubic B-spline surface is used to model the absolute phase. The phase unwrapping problem is formulated as a mixed integer optimization problem that minimizes the sum of the difference between the spatial gradients of absolute and wrapped phases, and the difference between the rewrapped and wrapped phases. In contrast to the existing techniques for motion tracking, the proposed approach can overcome the limitation of interframe half-tag displacement and increase the robustness of motion tracking. The article further presents a hybrid harmonic phase imaging-B-spline method to take the advantage of the harmonic phase imaging method for small motion and the efficiency of the B-Spline approach for large motion. The proposed approach has been successively applied to a full set of cardiac MRI scans in both long and short axis slices with superior performance when compared with the harmonic phase imaging and quality guided path-following methods.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Chiang, Patricia
Cai, Yiyu
Mak, Koon Hou
Zheng, Jianmin
format Article
author Chiang, Patricia
Cai, Yiyu
Mak, Koon Hou
Zheng, Jianmin
author_sort Chiang, Patricia
title A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking
title_short A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking
title_full A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking
title_fullStr A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking
title_full_unstemmed A B-spline approach to phase unwrapping in tagged cardiac MRI for motion tracking
title_sort b-spline approach to phase unwrapping in tagged cardiac mri for motion tracking
publishDate 2013
url https://hdl.handle.net/10356/106073
http://hdl.handle.net/10220/16614
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