Automated treatment planning for proton pencil beam scanning using deep learning dose prediction and dose-mimicking optimization.

Dominic Maes,Mats Holmstrom,Rasmus Helander,Jatinder Saini,Christine Fang,Stephen R Bowen

Journal of applied clinical medical physics（2023）

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摘要

ML-based automated treatment plan optimization using the 3D U-Net model can generate treatment plans of similar clinical quality compared to human-driven optimization.

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关键词

deep learning, proton therapy

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