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![]() ![]() ![]() | |
作者部门 | 瞬态光学研究室 |
2022-03-01 | |
发表期刊 | IEEE PHOTONICS TECHNOLOGY LETTERS
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ISSN | 1041-1135;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 |
DOI | 10.1109/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 | |
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. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
Deep-Learning-Based (1453KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | 请求全文 |
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