IOE OpenIR  > 自适应光学技术研究室(八室)
Deblurring adaptive optics retinal images using deep convolutional neural networks
Fei, Xiao1,2; Zhao, Junlei1,2; Zhao, Haoxin1,2; Yun, Dai1,2; Zhang, Yudong1,2
2017
发表期刊Biomedical Optics Express
ISSN2156-7085
卷号8期号:12页码:5675-5687
摘要The adaptive optics (AO) can be used to compensate for ocular aberrations to achieve near diffraction limited high-resolution retinal images. However, many factors such as the limited aberration measurement and correction accuracy with AO, intraocular scatter, imaging noise and so on will degrade the quality of retinal images. Image post processing is an indispensable and economical method to make up for the limitation of AO retinal imaging procedure. In this paper, we proposed a deep learning method to restore the degraded retinal images for the first time. The method directly learned an end-to-end mapping between the blurred and restored retinal images. The mapping was represented as a deep convolutional neural network that was trained to output high-quality images directly from blurry inputs without any preprocessing. This network was validated on synthetically generated retinal images as well as real AO retinal images. The assessment of the restored retinal images demonstrated that the image quality had been significantly improved. © 2017 Optical Society of America.
关键词Adaptive optics - Convolution - Deep neural networks - Image processing - Image quality - Image reconstruction - Mapping - Neural networks - Ophthalmology - Restoration
收录类别SCI ; Ei
语种英语
文献类型期刊论文
条目标识符http://ir.ioe.ac.cn/handle/181551/8787
专题自适应光学技术研究室(八室)
作者单位1.The Laboratory on Adaptive Optics, Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu; 610209, China;
2.Key Laboratory on Adaptive Optics, Chinese Academy of Sciences, Chengdu; 610209, China
推荐引用方式
GB/T 7714
Fei, Xiao,Zhao, Junlei,Zhao, Haoxin,et al. Deblurring adaptive optics retinal images using deep convolutional neural networks[J]. Biomedical Optics Express,2017,8(12):5675-5687.
APA Fei, Xiao,Zhao, Junlei,Zhao, Haoxin,Yun, Dai,&Zhang, Yudong.(2017).Deblurring adaptive optics retinal images using deep convolutional neural networks.Biomedical Optics Express,8(12),5675-5687.
MLA Fei, Xiao,et al."Deblurring adaptive optics retinal images using deep convolutional neural networks".Biomedical Optics Express 8.12(2017):5675-5687.
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
2017-2027.pdf(4134KB)期刊论文出版稿开放获取CC BY-NC-SA请求全文
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Fei, Xiao]的文章
[Zhao, Junlei]的文章
[Zhao, Haoxin]的文章
百度学术
百度学术中相似的文章
[Fei, Xiao]的文章
[Zhao, Junlei]的文章
[Zhao, Haoxin]的文章
必应学术
必应学术中相似的文章
[Fei, Xiao]的文章
[Zhao, Junlei]的文章
[Zhao, Haoxin]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。