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A review of the application of machine learning in molecular imaging
Yin, Lin1,2; Cao, Zhen4; Wang, Kun1,2; Tian, Jie1,2,3; Yang, Xing4; Zhang, Jianhua4
发表期刊Annals of Translational Medicine
2021
卷号0期号:0页码:0
文章类型SCI
摘要

Molecular imaging (MI) is a science that uses imaging methods to reflect the changes of molecular level in living state and conduct qualitative and quantitative studies on its biological behaviors in imaging. Owing to its high specificity and sensitivity, it has been widely used in preclinical research and clinical surgery. Data processing and analysis are critical to MI. In recent years, artificial intelligence technology, especially neural network-based machine learning technology, has been widely used in MI because of its powerful data processing capability. It provides a feasible strategy to deal with large and complex data for the requirement of MI. In this review, we will focus on the applications of machine learning methods in different modalities of MI.

关键词molecular imaging, machine learning, artificial intelligence
收录类别SCI
语种英语
WOS记录号WOS:000694019300020
七大方向——子方向分类医学影像处理与分析
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/44767
专题中国科学院分子影像重点实验室
通讯作者Tian, Jie; Yang, Xing; Zhang, Jianhua
作者单位1.Key Laboratory of Molecular Imaging of Chinese Academy of Sciences, Institute of Automation, Chinese Academy of Sciences
2.School of Artificial Intelligence, University of Chinese Academy of Sciences
3.Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, Beihang University
4.Peking University First Hospital, Beijing 100034, China
第一作者单位中国科学院自动化研究所
通讯作者单位中国科学院自动化研究所
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GB/T 7714
Yin, Lin,Cao, Zhen,Wang, Kun,et al. A review of the application of machine learning in molecular imaging[J]. Annals of Translational Medicine,2021,0(0):0.
APA Yin, Lin,Cao, Zhen,Wang, Kun,Tian, Jie,Yang, Xing,&Zhang, Jianhua.(2021).A review of the application of machine learning in molecular imaging.Annals of Translational Medicine,0(0),0.
MLA Yin, Lin,et al."A review of the application of machine learning in molecular imaging".Annals of Translational Medicine 0.0(2021):0.
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