Validation of a deep learning-based material estimation model for Monte Carlo dose calculation in proton therapy

CW Chang, S Zhou, Y Gao, L Lin, T Liu… - Physics in Medicine …, 2022 - iopscience.iop.org
Objective. Computed tomography (CT) to material property conversion dominates proton
range uncertainty, impacting the quality of proton treatment planning. Physics-based and …

MRI-only based material mass density and relative stop** power estimation via deep learning for proton therapy: a preliminary study

Y Gao, CW Chang, S Mandava, R Marants… - Scientific Reports, 2024 - nature.com
Abstract Magnetic Resonance Imaging (MRI) is increasingly being used in treatment
planning due to its superior soft tissue contrast, which is useful for tumor and soft tissue …