3D Imaging Restoration of Spinning-Disk Confocal Microscopy Via Deep Learning
文献类型：期刊论文
| 作者 | Bai, Chen; Yu, Xianghua; Peng, Tong; Liu, Chao; Min, Junwei ; Dan, Dan; Yao, Baoli
|
| 刊名 | IEEE Photonics Technology Letters
 |
| 出版日期 | 2020-09-15 |
| 卷号 | 32期号:18页码:1131-1134 |
| 关键词 | Convolutional neural networks confocal microscopy super-resolution radial fluctuations |
| ISSN号 | 10411135;19410174 |
| DOI | 10.1109/LPT.2020.3014317 |
| 产权排序 | 1 |
| 英文摘要 | Due to the multipoint excitation and simultaneous detection strategy applied, spinning-disk confocal microscopy (SDCM) results in an increased imaging speed compared to conventional confocal microscopy. Additionally, the super-resolution radial fluctuations (SRRF) approach can further improve the imaging resolution of SDCM in 3D imaging at the cost of imaging time due to the large amounts of data acquisition and the increased risk of photo-bleaching and photo-toxicity due to the multiple excitations. Here, we propose a deep learning-based method for 3D SDCM, where the neighboring pixels in $z$ -scanning slices are taken into account for 3D reconstruction. Consequently, high-quality imaging slices can be reconstructed directly from the SDCM stacks with a single scan. The image quality achievable with this SRRF-Deep method is comparable with the SRRF method, whereas it achieves image reconstruction about 30 times faster using 100 times fewer images. Thus, practicality of the SDCM system can be significantly improved in 3D imaging. © 1989-2012 IEEE. |
| 语种 | 英语 |
| 出版者 | Institute of Electrical and Electronics Engineers Inc. |
| 源URL | [http://ir.opt.ac.cn/handle/181661/93688]  |
| 专题 | 西安光学精密机械研究所_瞬态光学技术国家重点实验室 |
| 作者单位 | State Key Laboratory of Transient Optics and Photonics, Xi'An Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an, China |
| 推荐引用方式 GB/T 7714 | Bai, Chen,Yu, Xianghua,Peng, Tong,et al. 3D Imaging Restoration of Spinning-Disk Confocal Microscopy Via Deep Learning[J]. IEEE Photonics Technology Letters,2020,32(18):1131-1134. |
| APA | Bai, Chen.,Yu, Xianghua.,Peng, Tong.,Liu, Chao.,Min, Junwei.,...&Yao, Baoli.(2020).3D Imaging Restoration of Spinning-Disk Confocal Microscopy Via Deep Learning.IEEE Photonics Technology Letters,32(18),1131-1134. |
| MLA | Bai, Chen,et al."3D Imaging Restoration of Spinning-Disk Confocal Microscopy Via Deep Learning".IEEE Photonics Technology Letters 32.18(2020):1131-1134. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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