Institute of Computing Technology, Chinese Academy IR
A review of the application of deep learning in medical image classification and segmentation | |
Cai, Lei1; Gao, Jingyang1; Zhao, Di2 | |
2020-06-01 | |
发表期刊 | ANNALS OF TRANSLATIONAL MEDICINE |
ISSN | 2305-5839 |
卷号 | 8期号:11页码:15 |
摘要 | Big medical data mainly include electronic health record data, medical image data, gene information data, etc. Among them, medical image data account for the vast majority of medical data at this stage. How to apply big medical data to clinical practice? This is an issue of great concern to medical and computer researchers, and intelligent imaging and deep learning provide a good answer. This review introduces the application of intelligent imaging and deep learning in the field of big data analysis and early diagnosis of diseases, combining the latest research progress of big data analysis of medical images and the work of our team in the field of big data analysis of medical imagec, especially the classification and segmentation of medical images. |
关键词 | Big medical data deep learning classification segmentation object detection |
DOI | 10.21037/atm.2020.02.44 |
收录类别 | SCI |
语种 | 英语 |
WOS研究方向 | Oncology ; Research & Experimental Medicine |
WOS类目 | Oncology ; Medicine, Research & Experimental |
WOS记录号 | WOS:000541834200053 |
出版者 | AME PUBL CO |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://119.78.100.204/handle/2XEOYT63/15177 |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Gao, Jingyang; Zhao, Di |
作者单位 | 1.Beijing Univ Chem Technol, Coll Informat Engn & Technol, 15 East North Third Ring Rd, Beijing, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Cai, Lei,Gao, Jingyang,Zhao, Di. A review of the application of deep learning in medical image classification and segmentation[J]. ANNALS OF TRANSLATIONAL MEDICINE,2020,8(11):15. |
APA | Cai, Lei,Gao, Jingyang,&Zhao, Di.(2020).A review of the application of deep learning in medical image classification and segmentation.ANNALS OF TRANSLATIONAL MEDICINE,8(11),15. |
MLA | Cai, Lei,et al."A review of the application of deep learning in medical image classification and segmentation".ANNALS OF TRANSLATIONAL MEDICINE 8.11(2020):15. |
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