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

    Access Status
    Fulltext not available
    Authors
    Shen, K.
    Fripp, J.
    Pannek, K.
    George, J.
    Colditz, P.
    Boyd, Roslyn
    Rose, S.
    Date
    2017
    Type
    Conference Paper
    
    Metadata
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    Citation
    Shen, K. and Fripp, J. and Pannek, K. and George, J. and Colditz, P. and Boyd, R. and Rose, S. 2017. A spatio-temporal atlas of neonatal diffusion MRI based on kernel ridge regression, pp. 126-129.
    Source Title
    Proceedings - International Symposium on Biomedical Imaging
    DOI
    10.1109/ISBI.2017.7950484
    ISBN
    9781509011711
    School
    School of Occupational Therapy and Social Work
    URI
    http://hdl.handle.net/20.500.11937/56722
    Collection
    • Curtin Research Publications
    Abstract

    © 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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