Generalizing deep learning brain segmentation for skull removal and intracranial measurements

Total intracranial volume (TICV) and posterior fossa volume (PFV) are essential covariates for brain volumetric analyses with structural magnetic resonance imaging (MRI). Detailed whole brain segmentation provides a non-invasive way to measure brain regions. Furthermore, increasing neuroimaging data...

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Veröffentlicht in:	Magnetic resonance imaging 2022-05, Vol.88, p.44-52
Hauptverfasser:	Liu, Yue, Huo, Yuankai, Dewey, Blake, Wei, Ying, Lyu, Ilwoo, Landman, Bennett A.
Format:	Artikel
Sprache:	eng
Schlagworte:	Brain - diagnostic imaging Deep Learning Image Processing, Computer-Assisted - methods Intracranial measurements Magnetic Resonance Imaging - methods Neuroimaging - methods Skull - diagnostic imaging Skull-stripped brain U-net tiles Whole brain segmentation
Online-Zugang:	Volltext
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