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Generalizing deep whole-brain segmentation for post-contrast MRI with transfer learning

Purpose: Generalizability is an important problem in deep neural networks, especially with variability of data acquisition in clinical magnetic resonance imaging (MRI). Recently, the spatially localized atlas network tiles (SLANT) can effectively segment whole brain, non-contrast T1w MRI with 132 vo...

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Détails bibliographiques
Publié dans:J Med Imaging (Bellingham)
Auteurs principaux: Bermudez, Camilo, Remedios, Samuel W., Ramadass, Karthik, McHugo, Maureen, Heckers, Stephan, Huo, Yuankai, Landman, Bennett A.
Format: Artigo
Langue:Inglês
Publié: Society of Photo-Optical Instrumentation Engineers 2020
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC7757519/
https://ncbi.nlm.nih.gov/pubmed/33381612
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1117/1.JMI.7.6.064004
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