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一种基于肝分段和肝癌轮廓融合的放疗靶区数据库建立方法
引用本文:申海洋,,彭祥炜,王兴,李广欣,黎功,袁克虹.一种基于肝分段和肝癌轮廓融合的放疗靶区数据库建立方法[J].中国医学物理学杂志,2022,0(10):1250-1254.
作者姓名:申海洋    彭祥炜  王兴  李广欣  黎功  袁克虹
作者单位:1.北京清华长庚医院放疗科, 北京 102200; 2.清华大学深圳国际研究生院, 广东 深圳 518000
摘    要:提出一种基于肝分段和肝癌轮廓融合的放疗靶区数据库建立和全过程数据质量管理方法,为后续人工智能靶区勾画或评估当前手工勾画提供数据支持。从肝癌数据库中取出原始图像,分别对其做带有肝脏放疗靶区勾画和分区分段轮廓标注工作,并通过图像融合技术使肝癌的放射治疗精确到肝段,最后使用深度学习的方法训练Unet网络以得到精准肝分割的神经网络模型,以实现针对肝癌的精准放疗。

关 键 词:肝癌  精准放疗  肝段识别  靶区勾画  人工智能

A method for establishing radiotherapy target area database based on the fusion of liver segment and liver cancer contour
SHEN Haiyang,,PENG Xiangwei,WANG Xing,LI Guangxin,LI Gong,YUAN Kehong.A method for establishing radiotherapy target area database based on the fusion of liver segment and liver cancer contour[J].Chinese Journal of Medical Physics,2022,0(10):1250-1254.
Authors:SHEN Haiyang    PENG Xiangwei  WANG Xing  LI Guangxin  LI Gong  YUAN Kehong
Institution:1. Department of Radiotherapy, Beijing Tsinghua Changgung Hospital, Beijing 102200, China 2. International Graduate School, Tsinghua University, Shenzhen 518000, China
Abstract:Abstract: A method for radiotherapy target database establishment and the whole process data quality management based on the fusion of liver segment and liver cancer contour is proposed to provide data support for subsequent artificial intelligence-based target segmentation or evaluation of current manual delineation. The original images are selected from the liver cancer database for target segmentation in liver radiotherapy and labeling the contour in sections and segments. Through image fusion technology, the radiotherapy of liver cancer can be accurate to the liver segment. Unet is trained with deep learning method to obtain the neural network model for accurate liver segmentation, so as to achieve precise radiotherapy for liver cancer.
Keywords:Keywords: liver cancer precise radiotherapy liver segment recognition target segmentation artificial intelligence
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