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Deep-Learning-Based Rapid Imaging Through Scattering Media Beyond the Memory Effect
Zhou, Meiling; Bai, Chen; Zhang, Yang; Li, Runze; Peng, Tong; Qian, Jia; Dan, Dan; Min, Junwei; Zhou, Yuan; Yao, Baoli
作者部门瞬态光学研究室
2022-03-01
发表期刊IEEE PHOTONICS TECHNOLOGY LETTERS
ISSN1041-1135;1941-0174
卷号34期号:5页码:295-298
产权排序1
摘要

By incorporating the ptychography with the shower-curtain effect (PSE), a large field-of-view object hidden behind the scattering media can be reconstructed from multiple diffused patterns. However, the original PSE method is subjected to low speed data acquisition and time-consuming image reconstruction because of the mechanical scanning scheme and the iterative retrieval algorithm. Here, a deep-learning method based on the PSE with improved optical scheme is proposed to accelerate the data acquisition and image reconstruction speed. By replacing the mechanical translation stage with the digital micromirror device (DMD), it facilitates a large number of data collection for training the network. Single-shot pattern and sub-second reconstruction for the well-trained network model make the method appropriate for rapid imaging. Both qualitative presentation and quantitative analysis for binary resolution target and 2D biological slide specimens demonstrate the effectiveness and feasibility of the proposed method, thereby offering a prospective application in tissue imaging.

关键词Image reconstruction Imaging Scattering Training Media Apertures Optical imaging Imaging through scattering media beyond memory effect rapid deep-learning
DOI10.1109/LPT.2022.3153665
收录类别SCI
语种英语
WOS记录号WOS:000766264200006
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:2[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.opt.ac.cn/handle/181661/95774
专题瞬态光学研究室
通讯作者Yao, Baoli
作者单位Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Xian 710119, Peoples R China
推荐引用方式
GB/T 7714
Zhou, Meiling,Bai, Chen,Zhang, Yang,et al. Deep-Learning-Based Rapid Imaging Through Scattering Media Beyond the Memory Effect[J]. IEEE PHOTONICS TECHNOLOGY LETTERS,2022,34(5):295-298.
APA Zhou, Meiling.,Bai, Chen.,Zhang, Yang.,Li, Runze.,Peng, Tong.,...&Yao, Baoli.(2022).Deep-Learning-Based Rapid Imaging Through Scattering Media Beyond the Memory Effect.IEEE PHOTONICS TECHNOLOGY LETTERS,34(5),295-298.
MLA Zhou, Meiling,et al."Deep-Learning-Based Rapid Imaging Through Scattering Media Beyond the Memory Effect".IEEE PHOTONICS TECHNOLOGY LETTERS 34.5(2022):295-298.
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