Institutional Repository of Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
A review of the application of machine learning in molecular imaging | |
Yin, Lin1,2![]() ![]() | |
发表期刊 | Annals of Translational Medicine
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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 | |
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 |
推荐引用方式 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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文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
ATM-2020-MI-02-final(4435KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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