跨技术转移学习用于磁共振成像导向适应性放射治疗直肠癌的自动规划

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Xiaonan Liu1, Deqi Chen2, Yuxiang Liu2

  • 1School of Physics and Technology, Wuhan University, Wuhan 430072, China; National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.

Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)
|December 22, 2024
PubMed
概括

一种新的跨技术转移学习 (CTTL) 策略增强了MRI引导适应性放射治疗 (MRIgART) 的自动化治疗计划. 这种方法提高了剂量预测的准确性和器官节省,标准化了直肠癌患者的计划质量.

关键词:
自动规划 自动规划这是跨技术的.深度学习是一种深度学习.剂量预测的预测以MRI为指导的自适应性放射治疗.转移学习转移学习

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