A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression

© 2017 IEEE. Spatio-temporal atlas is a useful tool in imaging studies of neurodevelopment, which characterizes the growth of brain, and allows the monitoring of its development. The imaging of preterm and term born infants provides opportunities to develop a series of spatio-temporal atlases that t...

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Main Authors: Shen, K., Fripp, J., Pannek, K., George, J., Colditz, P., Boyd, Roslyn, Rose, S.
Format: Conference Paper
Published: 2017
Online Access:http://hdl.handle.net/20.500.11937/56722
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author Shen, K.
Fripp, J.
Pannek, K.
George, J.
Colditz, P.
Boyd, Roslyn
Rose, S.
author_facet Shen, K.
Fripp, J.
Pannek, K.
George, J.
Colditz, P.
Boyd, Roslyn
Rose, S.
author_sort Shen, K.
building Curtin Institutional Repository
collection Online Access
description © 2017 IEEE. Spatio-temporal atlas is a useful tool in imaging studies of neurodevelopment, which characterizes the growth of brain, and allows the monitoring of its development. The imaging of preterm and term born infants provides opportunities to develop a series of spatio-temporal atlases that track the changes during the particular period of neurodevelopment between. The aim of this paper is to develop a spatio-temporal atlas of diffusion MRI for neonatal brains between 32 to 42 weeks postmenstrual age (PMA). We subdivided the cohort consisting of preterm- and term-born infants according to their PMA at the MRI scan based on a kernel ridge regression, and generated the atlases based on Fibre Orientation Distribution (FOD) reconstruction of the diffusion data.
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institution Curtin University Malaysia
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spelling curtin-20.500.11937-567222017-09-27T10:49:22Z A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression Shen, K. Fripp, J. Pannek, K. George, J. Colditz, P. Boyd, Roslyn Rose, S. © 2017 IEEE. Spatio-temporal atlas is a useful tool in imaging studies of neurodevelopment, which characterizes the growth of brain, and allows the monitoring of its development. The imaging of preterm and term born infants provides opportunities to develop a series of spatio-temporal atlases that track the changes during the particular period of neurodevelopment between. The aim of this paper is to develop a spatio-temporal atlas of diffusion MRI for neonatal brains between 32 to 42 weeks postmenstrual age (PMA). We subdivided the cohort consisting of preterm- and term-born infants according to their PMA at the MRI scan based on a kernel ridge regression, and generated the atlases based on Fibre Orientation Distribution (FOD) reconstruction of the diffusion data. 2017 Conference Paper http://hdl.handle.net/20.500.11937/56722 10.1109/ISBI.2017.7950484 restricted
spellingShingle Shen, K.
Fripp, J.
Pannek, K.
George, J.
Colditz, P.
Boyd, Roslyn
Rose, S.
A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
title A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
title_full A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
title_fullStr A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
title_full_unstemmed A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
title_short A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression
title_sort spatio-temporal atlas of neonatal diffusion mri based on kernel ridge regression
url http://hdl.handle.net/20.500.11937/56722