Real Time Volumetric MRI Using a Physics-Aware Deep Neural Network for MR-Guided Radiation Therapy

L Liu, L Shen,A Johansson,J Balter, L Xing

INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS(2021)

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摘要
Physics-aware deep neural network enabled real time volumetric MRI with sufficient accuracy to support 3D motion tracking. The proposed technique is robust to longitudinal patient position and configuration changes, and has the potential of reducing treatment margins and improving treatment delivery precision on a MR-Linac system.
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