An MRI sequence independent convolutional neural network for synthetic head CT generation in proton therapy

A magnetic resonance imaging (MRI) sequence independent deep learning technique was developed and validated to generate synthetic computed tomography (sCT) scans for MR guided proton therapy. 47 meningioma patients previously undergoing proton therapy based on pencil beam scanning were divided into...

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Detalhes bibliográficos

Principais autores:	Lukas Zimmermann, Barbara Knäusl, Markus Stock, Carola Lütgendorf-Caucig, Dietmar Georg, Peter Kuess
Formato:	Artigo
Idioma:	Inglês
Publicado em:	Elsevier 2022-05-01
coleção:	Zeitschrift für Medizinische Physik
Assuntos:	MRI-only Proton therapy Synthetic CT Transfer learning
Acesso em linha:	http://www.sciencedirect.com/science/article/pii/S0939388921000891
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