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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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 |
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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 |
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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. |
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School of Computer Engineering |
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School of Computer Engineering Chiang, Patricia Cai, Yiyu Mak, Koon Hou Zheng, Jianmin |
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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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1681058789060509696 |