Harmonized Segmentation of Neonatal Brain MRI

Harmonized Segmentation of Neonatal Brain MRI

Deep learning based medical image segmentation has shown great potential in becoming a key part of the clinical analysis pipeline. However, many of these models rely on the assumption that the train and test data come from the same distribution. This means that such methods cannot guarantee high qua...

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Bibliographic Details
Main Authors: Irina Grigorescu, Lucy Vanes, Alena Uus, Dafnis Batalle, Lucilio Cordero-Grande, Chiara Nosarti, A. David Edwards, Joseph V. Hajnal, Marc Modat, Maria Deprez
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-05-01
Series:Frontiers in Neuroscience
Subjects:
deep learning
segmentation
neonatal brain
unsupervised domain adaptation
cortical thickness
Online Access:https://www.frontiersin.org/articles/10.3389/fnins.2021.662005/full

Internet

https://www.frontiersin.org/articles/10.3389/fnins.2021.662005/full

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