Therapeutic dose prediction using score-based diffusion model for pretreatment patient-specific quality assurance

Therapeutic dose prediction using score-based diffusion model for pretreatment patient-specific quality assurance

ObjectivesImplementing pre-treatment patient-specific quality assurance (prePSQA) for cancer patients is a necessary but time-consuming task, imposing a significant workload on medical physicists. Currently, the prediction methods used for prePSQA fall under the category of supervised learning, limi...

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Bibliographic Details
Main Authors: Xiuwen Yu, Jiabin Lin, Changfei Gong, Minhui Zhang, Xianyu Luo, Qiegen Liu, Yun Zhang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-01-01
Series:Frontiers in Oncology
Subjects:
radiation therapy
score-based diffusion model
pretreatment patient-specific quality assurance
volumetric modulated arc therapy
dose prediction
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2024.1473050/full
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