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Fiber bundle imaging resolution enhancement using deep learning
Shao, Jianbo1,2; Zhang JC(张俊超)1,3; Liang, Rongguang1; Barnard, Kobus2,4
Department光电信息技术研究室
Source PublicationOPTICS EXPRESS
ISSN1094-4087
2019
Volume27Issue:11Pages:15880-15890
Indexed BySCI ; EI
EI Accession number20192306999405
WOS IDWOS:000469227200066
Contribution Rank2
Funding OrganizationNational Institute of Biomedical Imaging and Bioengineering (NIBIB)
AbstractWe propose a deep learning based method to estimate high-resolution images from multiple fiber bundle images. Our approach first aligns raw fiber bundle image sequences with a motion estimation neural network and then applies a 3D convolution neural network to learn a mapping from aligned fiber bundle image sequences to their ground truth images. Evaluations on lens tissue samples and a 1951 USAF resolution target suggest that our proposed method can significantly improve spatial resolution for fiber bundle imaging systems. (C) 2019 Optical Society of America under the terms of the OSA Open Access Publishing Agreement
Language英语
WOS SubjectOptics
WOS KeywordQUALITY ASSESSMENT
WOS Research AreaOptics
Funding ProjectNational Institute of Biomedical Imaging and Bioengineering (NIBIB)[R21EB022378] ; National Institute of Biomedical Imaging and Bioengineering (NIBIB)[R21EB022378]
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Document Type期刊论文
Identifierhttp://ir.sia.cn/handle/173321/24726
Collection光电信息技术研究室
Corresponding AuthorLiang, Rongguang
Affiliation1.College of Optical Sciences, University of Arizona, Tucson, AZ 85721, United States
2.Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ 85721, United States
3.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, Liaoning Province 110016, China
4.Department of Computer Science, University of Arizona, Tucson, AZ 85721, United States
Recommended Citation
GB/T 7714
Shao, Jianbo,Zhang JC,Liang, Rongguang,et al. Fiber bundle imaging resolution enhancement using deep learning[J]. OPTICS EXPRESS,2019,27(11):15880-15890.
APA Shao, Jianbo,Zhang JC,Liang, Rongguang,&Barnard, Kobus.(2019).Fiber bundle imaging resolution enhancement using deep learning.OPTICS EXPRESS,27(11),15880-15890.
MLA Shao, Jianbo,et al."Fiber bundle imaging resolution enhancement using deep learning".OPTICS EXPRESS 27.11(2019):15880-15890.
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