Progressive multifocal leukoencephalopathy lesion and brain parenchymal segmentation from MRI using serial deep convolutional neural networks

Progressive multifocal leukoencephalopathy lesion and brain parenchymal segmentation from MRI using serial deep convolutional neural networks

Progressive multifocal leukoencephalopathy (PML) is a rare opportunistic brain infection caused by the JC virus and associated with substantial morbidity and mortality. Accurate MRI assessment of PML lesion burden and brain parenchymal atrophy is of decisive value in monitoring the disease course an...

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Bibliographic Details
Main Authors: Omar Al-Louzi, Snehashis Roy, Ikesinachi Osuorah, Prasanna Parvathaneni, Bryan R. Smith, Joan Ohayon, Pascal Sati, Dzung L. Pham, Steven Jacobson, Avindra Nath, Daniel S. Reich, Irene Cortese
Format: Article
Language:English
Published: Elsevier 2020-01-01
Series:NeuroImage: Clinical
Subjects:
Progressive multifocal leukoencephalopathy
Magnetic resonance imaging
Convolutional neural networks
Deep learning
Lesion segmentation
Brain parenchymal fraction
Online Access:http://www.sciencedirect.com/science/article/pii/S2213158220303363

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http://www.sciencedirect.com/science/article/pii/S2213158220303363

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