A deep learning model to generate synthetic CT for prostate MR-only radiotherapy dose planning: a multicenter study

A deep learning model to generate synthetic CT for prostate MR-only radiotherapy dose planning: a multicenter study

IntroductionFor radiotherapy based solely on magnetic resonance imaging (MRI), generating synthetic computed tomography scans (sCT) from MRI is essential for dose calculation. The use of deep learning (DL) methods to generate sCT from MRI has shown encouraging results if the MRI images used for trai...

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Bibliographic Details
Main Authors: Safaa Tahri, Blanche Texier, Jean-Claude Nunes, Cédric Hemon, Pauline Lekieffre, Emma Collot, Hilda Chourak, Jennifer Le Guevelou, Peter Greer, Jason Dowling, Oscar Acosta, Igor Bessieres, Louis Marage, Adrien Boue-Rafle, Renaud De Crevoisier, Caroline Lafond, Anaïs Barateau
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-11-01
Series:Frontiers in Oncology
Subjects:
MR-only radiotherapy
dose planning
MRI
deep learning
CT synthesis
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2023.1279750/full

Internet

https://www.frontiersin.org/articles/10.3389/fonc.2023.1279750/full

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