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Deep-learning-based ghost imaging

delete2017-12-19
delete356
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OA
AI
M
Meng Lyu
W
Wei Wang
王海河 封面图
王海河 (Hao Wang)
H
Haichao Wang
G
Guo‐Wei Li
N
Ni Chen
G
Guohai Situ *
DOI:10.1038/s41598-017-18171-7delete
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摘要

摘要

En 中文
In this manuscript, we propose a novel framework of computational ghost imaging, i.e., ghost imaging using deep learning (GIDL). With a set of images reconstructed using traditional Gl and the corresponding ground-truth counterparts, a deep neural network was trained so that it can learn the sensing model and increase the quality image reconstruction. Moreover, detailed comparisons between the image reconstructed using deep learning and compressive sensing shows that the proposed GIDL has a much better performance in extremely low sampling rate. Numerical simulations and optical experiments were carried out for the demonstration of the proposed GIDL.
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期刊

Scientific Reports 封面图
Scientific Reports
IF:
3.9
论文数:
28.2W
被引数:
83.5W

机构

C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
引用论文

引用论文

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