Medical physicsRadiotherapy PlanningComputer-AssistedRadiotherapy DosageAutomationHumans
A generalizable dose prediction model for automatic radiotherapy planning based on physics-informed priors and large-kernel convolutions.
Tianyu Xiong, Ge Ren, Zhi Chen, Yu-Hua Huang, Zongrui Ma, Zihan Li, Yang Sheng, Qingrong Jackie Wu, Jing Cai
Published: 202610.1002/mp.70272
Abstract
BACKGROUND: Automatic radiotherapy planning based on deep learning-based dose prediction shows promise in improving planning efficiency, consistency, and quality. However, most existing studies have focused on scenario-specific dose prediction models…
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