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

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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Bibliographic Details
Main Authors: Xuezhen Feng, Mingqing Wang, Xinyan Lin, Can Li, Yuxi Pan, Guoping Zuo, Ruijie Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-08-01
Series:Frontiers in Oncology
Subjects:
deep learning
IMRT
dose prediction
radiotherapy treatment planning
lung cancer
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2025.1587788/full
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