A new deep learning model for predicting IMRT dose distributions for lung cancer with dose masks

Purpose3D U-Net deep neural networks are widely used for predicting radiotherapy dose distributions. However, dose prediction for lung cancer IMRT is limited to conventional radiotherapy, with significant errors in predicting the intermediate and low-dose regions.MethodsWe included a mixed dataset o...

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Detalhes bibliográficos

Principais autores:	Xuezhen Feng, Mingqing Wang, Xinyan Lin, Can Li, Yuxi Pan, Guoping Zuo, Ruijie Yang
Formato:	Artigo
Idioma:	Inglês
Publicado em:	Frontiers Media S.A. 2025-08-01
Colecção:	Frontiers in Oncology
Assuntos:	deep learning IMRT dose prediction radiotherapy treatment planning lung cancer
Acesso em linha:	https://www.frontiersin.org/articles/10.3389/fonc.2025.1587788/full
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