Dense Convolutional Network and Its Application in Medical Image Analysis.
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 D...
| Published in: | BioMed Research International pp. 1 - 23 |
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| Main Authors: | , , , , , |
| Format: | diagnostic images pictorial review tables/charts Journal Article |
| Published: |
Wiley-Blackwell
4/25/2022
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| Online Access: | View this record in EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=156505120&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 156505120 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 23146133 FT2T jtl: BioMed Research International issn: 23146133 maglogo: N pubinfo: dt: 4/25/2022 pid: 480 pub: Wiley-Blackwell place: Malden, Massachusetts artinfo: ui: 156505120 156505120 156505120 10.1155/2022/2384830 156505120 ppf: 1 ppct: 22 formats: fmt: – @attributes: type: T – @attributes: type: P tig: atl: Dense Convolutional Network and Its Application in Medical Image Analysis. aug: au: Zhou, Tao Ye, XinYu Lu, HuiLing Zheng, Xiaomin Qiu, Shi Liu, YunCan affil: School of Computer Science and Engineering, North Minzu University, Yinchuan 750021, China sug: subj: Neural Networks (Computer) Image Processing, Computer Assisted Image Interpretation, Computer Assisted Deep Learning Methods Research, Medical ab: 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. pubtype: Academic Journal doctype: diagnostic images pictorial review tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
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