Dense Convolutional Network and Its Application in Medical Image Analysis
文献类型:期刊论文
作者 | Zhou, Tao4,5; Ye, XinYu4,5; Lu, HuiLing3; Zheng, Xiaomin2; Qiu, Shi1; Liu, YunCan4,5 |
刊名 | BIOMED RESEARCH INTERNATIONAL |
出版日期 | 2022-04-25 |
卷号 | 2022 |
ISSN号 | 2314-6133;2314-6141 |
DOI | 10.1155/2022/2384830 |
产权排序 | 5 |
英文摘要 | Dense convolutional network (DenseNet) is a hot topic in deep learning research in recent years, which has good applications in medical image analysis. In this paper, DenseNet is summarized from the following aspects. First, the basic principle of DenseNet is introduced; second, the development of DenseNet is summarized and analyzed from five aspects: broaden DenseNet structure, lightweight DenseNet structure, dense unit, dense connection mode, and attention mechanism; finally, the application research of DenseNet in the field of medical image analysis is summarized from three aspects: pattern recognition, image segmentation, and object detection. The network structures of DenseNet are systematically summarized in this paper, which has certain positive significance for the research and development of DenseNet. |
语种 | 英语 |
出版者 | HINDAWI LTD |
WOS记录号 | WOS:000795697500004 |
源URL | [http://ir.opt.ac.cn/handle/181661/95890] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Ye, XinYu; Lu, HuiLing |
作者单位 | 1.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China 2.Wuxi Matern & Child Hlth Hosp, Res Inst Reprod Med & Genet Dis, Wuxi 214002, Jiangsu, Peoples R China 3.Ningxia Med Univ, Sch Sci, Yinchuan 750004, Ningxia, Peoples R China 4.North Minzu Univ, Key Lab Image & Graph Intelligent Proc State Ethn, Yinchuan 750021, Ningxia, Peoples R China 5.North Minzu Univ, Sch Comp Sci & Engn, Yinchuan 750021, Ningxia, Peoples R China |
推荐引用方式 GB/T 7714 | Zhou, Tao,Ye, XinYu,Lu, HuiLing,et al. Dense Convolutional Network and Its Application in Medical Image Analysis[J]. BIOMED RESEARCH INTERNATIONAL,2022,2022. |
APA | Zhou, Tao,Ye, XinYu,Lu, HuiLing,Zheng, Xiaomin,Qiu, Shi,&Liu, YunCan.(2022).Dense Convolutional Network and Its Application in Medical Image Analysis.BIOMED RESEARCH INTERNATIONAL,2022. |
MLA | Zhou, Tao,et al."Dense Convolutional Network and Its Application in Medical Image Analysis".BIOMED RESEARCH INTERNATIONAL 2022(2022). |
入库方式: OAI收割
来源:西安光学精密机械研究所
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