Deep learning proton beam range estimation model for quality assurance based on two-dimensional scintillated light distributions in simulations.

Eunho Lee,Byungchul Cho,Jungwon Kwak,Chiyoung Jeong,Min-Jae Park,Sung-Woo Kim,Si Yeol Song,Youngmoon Goh

Medical physics（2023）

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摘要

The deep learning conversion method using scintillation LDs in an optical camera system with a scintillator is feasible for estimating proton beam range and SOBP width with high accuracy.

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关键词

Bragg peak, deep learning, Monte Carlo simulation, residual U-net, scintillation

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