Fiber bundle image restoration using deep learning
文献类型：期刊论文
| 作者 | Shao, Jianbo1,5; Barnard, Kobus1,3; Liang, Rongguang5; Huang, Xiao2,5; Zhang JC(张俊超)5,6
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| 刊名 | Optics Letters
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| 出版日期 | 2019 |
| 卷号 | 44期号:5页码:1080-1083 |
| ISSN号 | 0146-9592 |
| 产权排序 | 2 |
| 英文摘要 | We propose a deep learning-based restoration method to remove honeycomb patterns and improve resolution for fiber bundle (FB) images. By building and calibrating a dual-sensor imaging system, we capture FB images and corresponding ground truth data to train the network. Images without fiber bundle fixed patterns are restored from raw FB images as direct inputs, and spatial resolution is significantly enhanced for the trained sample type. We also construct the brightness mapping between the two image types for the effective use of all data, providing the ability to output images of the expected brightness. We evaluate our framework with data obtained from lens tissues and human histological specimens using both objective and subjective measures. © 2019 Optical Society of America. |
| 资助项目 | National Institute of Biomedical Imaging and Bioengineering (NIBIB)[R21EB022378] |
| WOS研究方向 | Optics |
| 语种 | 英语 |
| WOS记录号 | WOS:000460109200005 |
| 资助机构 | National Institute of Biomedical Imaging and Bioengineering (NIBIB) |
| 源URL | [http://ir.sia.cn/handle/173321/24406]  |
| 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 Electrical and Computer Engineering, University of Arizona, Tucson, AZ 85721, United States 2.College of Optical Science and Engineering, Zhejiang University, Hangzhou 3.Zhejiang Province 310027, China 4.Department of Computer Science, University of Arizona, Tucson, AZ 85721, United States 5.College of Optical Sciences, University of Arizona, Tucson, AZ 85721, United States 6.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, Liaoning Province 110016, China |
| 推荐引用方式 GB/T 7714 | Shao, Jianbo,Barnard, Kobus,Liang, Rongguang,et al. Fiber bundle image restoration using deep learning[J]. Optics Letters,2019,44(5):1080-1083. |
| APA | Shao, Jianbo,Barnard, Kobus,Liang, Rongguang,Huang, Xiao,&Zhang JC.(2019).Fiber bundle image restoration using deep learning.Optics Letters,44(5),1080-1083. |
| MLA | Shao, Jianbo,et al."Fiber bundle image restoration using deep learning".Optics Letters 44.5(2019):1080-1083. |
入库方式： OAI收割
来源：沈阳自动化研究所
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