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脑网络组研究 [5]
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基于调强放疗大数据的患者剂量验证方法建模研究
学位论文
工学博士, 中国科学院自动化所: 中国科学院大学, 2021
Authors:
王乐
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Submit date:2022/03/07
肿瘤放射治疗,机器学习,深度学习,预测分类,基于患者的剂量验证, 容积旋转调强治疗
Commissioning and clinical implementation of an Autoencoder based Classification-Regression model for VMAT patient-specific QA in a multi-institution scenario
期刊论文
RADIOTHERAPY AND ONCOLOGY, 2021, 卷号: 161, 期号: 10.1016/j.radonc.2021.06.024, 页码: 230-240
Authors:
Yang, Ruijie
;
Yang, Xueying
;
Wang, Le
;
Li, Dingjie
;
Guo, Yuexin
;
Li, Ying
;
Guan, Yumin
;
Wu, Xiangyang
;
Xu, Shouping
;
Zhang, Shuming
;
Chan, Maria F.
;
Geng, Lisheng
;
Sui, Jing
Adobe PDF(2840Kb)
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Submit date:2021/11/02
Machine learning
VMAT patient-specific QA
Multi-institution validation
Commissioning
Clinical implementation
Multi-task autoencoder based classification-regression model for patient-specific VMAT QA
期刊论文
PHYSICS IN MEDICINE AND BIOLOGY, 2020, 卷号: 65, 期号: 23, 页码: 12
Authors:
Wang, Le
;
Li, Jiaqi
;
Zhang, Shuming
;
Zhang, Xile
;
Zhang, Qilin
;
Chan, Maria F.
;
Yang, Ruijie
;
Sui, Jing
Adobe PDF(926Kb)
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View/Download:230/39
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Submit date:2021/01/06
VMAT QA
patient-specific QA
deep learning
radiotherapy
Machine Learning for Patient-Specific Quality Assurance of VMAT: Prediction and Classification Accuracy
期刊论文
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2019, 卷号: 105, 期号: 4, 页码: 893-902
Authors:
Li, Jiaqi
;
Wang, Le
;
Zhang, Xile
;
Liu, Lu
;
Li, Jun
;
Chan, Maria F.
;
Sui, Jing
;
Yang, Ruijie
Adobe PDF(1690Kb)
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View/Download:205/19
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Submit date:2019/09/30
VMAT
Machine Learning
Patient-Specific Quality Assurance
Impact of Delivery Characteristics On Dose Delivery Accuracy of Volumetric Modulated Arc Therapy for Different Treatment Sites
期刊论文
MEDICAL PHYSICS, 2019, 卷号: 46, 期号: 6, 页码: E484-E484
Authors:
Li, J.
;
Zhang, X.
;
Li, J.
;
Jiang, R.
;
Sui, J.
;
Chan, M.
;
Yang, R.
Adobe PDF(612Kb)
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Submit date:2019/09/30
complexity metrics
volumetric modulated arc therapy
quality assurance
gamma passing rate