Fiber bundle imaging resolution enhancement using deep learning

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	Fiber bundle imaging resolution enhancement using deep learning
	Liang, Rongguang 4; Barnard, Kobus 1,3; Shao, Jianbo 3,4; Zhang JC(张俊超)2,4
刊名	OPTICS EXPRESS
	2019
卷号	27 期号:11 页码:15880-15890
ISSN号	1094-4087
产权排序	2
英文摘要	We 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
资助项目	National Institute of Biomedical Imaging and Bioengineering (NIBIB)[R21EB022378]
WOS关键词	QUALITY ASSESSMENT
WOS研究方向	Optics
语种	英语
WOS记录号	WOS:000469227200066
资助机构	National Institute of Biomedical Imaging and Bioengineering (NIBIB)
内容类型	期刊论文
源URL	[http://ir.sia.cn/handle/173321/24726]
专题	沈阳自动化研究所_光电信息技术研究室
通讯作者	Liang, Rongguang
作者单位	1.Department of Computer Science, University of Arizona, Tucson, AZ 85721, United States 2.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, Liaoning Province 110016, China 3.Department of Electrical and Computer Engineering, University of Arizona, Tucson， AZ 85721, United States 4.College of Optical Sciences, University of Arizona, Tucson, AZ 85721, United States
推荐引用方式 GB/T 7714	Liang, Rongguang,Barnard, Kobus,Shao, Jianbo,et al. Fiber bundle imaging resolution enhancement using deep learning[J]. OPTICS EXPRESS,2019,27(11):15880-15890.
APA	Liang, Rongguang,Barnard, Kobus,Shao, Jianbo,&Zhang JC.(2019).Fiber bundle imaging resolution enhancement using deep learning.OPTICS EXPRESS,27(11),15880-15890.
MLA	Liang, Rongguang,et al."Fiber bundle imaging resolution enhancement using deep learning".OPTICS EXPRESS 27.11(2019):15880-15890.