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Convolutional Neural Networks for Direct Inference of Pharmacokinetic Parameters: Application to Stroke Dynamic Contrast-Enhanced MRI

Background and Purpose: The T1-weighted dynamic contrast enhanced (DCE)-MRI is an imaging technique that provides a quantitative measure of pharmacokinetic (PK) parameters characterizing microvasculature of tissues. For the present study, we propose a new machine learning (ML) based approach to dire...

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Detalles Bibliográficos
Autores principales: Ulas, Cagdas, Das, Dhritiman, Thrippleton, Michael J., Valdés Hernández, Maria del C., Armitage, Paul A., Makin, Stephen D., Wardlaw, Joanna M., Menze, Bjoern H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6331464/
https://www.ncbi.nlm.nih.gov/pubmed/30671015
http://dx.doi.org/10.3389/fneur.2018.01147