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Deep-Learning-Based Neural Tissue Segmentation of MRI in Multiple Sclerosis: Effect of Training Set Size

BACKGROUND: The dependence of deep-learning (DL)-based segmentation accuracy of brain MRI on the training size is not known. PURPOSE: To determine the required training size for a desired accuracy in brain MRI segmentation in multiple sclerosis (MS) using DL. STUDY TYPE: Retrospective analysis of MR...

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Bibliografiske detaljer
Udgivet i:J Magn Reson Imaging
Main Authors: Narayana, Ponnada A., Coronado, Ivan, Sujit, Sheeba J., Wolinsky, Jerry S., Lublin, Fred D., Gabr, Refaat E.
Format: Artigo
Sprog:Inglês
Udgivet: 2019
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7165037/
https://ncbi.nlm.nih.gov/pubmed/31625650
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/jmri.26959
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