Color ghost imaging through a dynamic scattering medium based on deep learning
被引:1
|
作者:
Yu, Zhan
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Yu, Zhan
[1
]
Zhang, Luozhi
论文数: 0引用数: 0
h-index: 0
机构:
Beihang Univ, Sch Instrumentat & Optoelect Engn, Beijing, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Zhang, Luozhi
[2
]
Yuan, Sheng
论文数: 0引用数: 0
h-index: 0
机构:
North China Univ Water Resources & Elect Power, Dept Elect Engn, Zhengzhou, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Yuan, Sheng
[3
]
Bai, Xing
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Bai, Xing
[1
]
Wang, Yujie
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Wang, Yujie
[1
]
Chen, Xingyu
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Chen, Xingyu
[1
]
Sun, Mingze
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Sun, Mingze
[1
]
Li, Xinjia
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Li, Xinjia
[1
]
Liu, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Liu, Yang
[1
]
Zhou, Xin
论文数: 0引用数: 0
h-index: 0
机构:
Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R ChinaSichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
Zhou, Xin
[1
]
机构:
[1] Sichuan Univ, Dept Optoelect Sci & Technol, Chengdu, Peoples R China
[2] Beihang Univ, Sch Instrumentat & Optoelect Engn, Beijing, Peoples R China
[3] North China Univ Water Resources & Elect Power, Dept Elect Engn, Zhengzhou, Peoples R China
ghost imaging;
deep learning;
scattering imaging;
SIMULATION;
D O I:
10.1117/1.OE.62.2.021005
中图分类号:
O43 [光学];
学科分类号:
070207 ;
0803 ;
摘要:
This paper presents a color computational ghost imaging scheme through a dynamic scattering medium based on deep learning that uses a sole single-pixel detector and is trained by a simulated data set. Due to the color distortion and noise sources being caused by the scattering medium and detector, a simulation data generation method is proposed accordingly that easily adapts to the actual environment. Adequate simulation data sets allow the trained artificial neural networks to exhibit strong reconfiguration capabilities for optical imaging results. It is worth noting that the network trained by our method can reconstruct better details of the image than the simulation data sets according to the ideal state. Its effectiveness is demonstrated in optical imaging experiments with both rotated double-sided frosted glass and a milk solution used as the dynamic scattering medium.
机构:
School of Computer and Information Engineering, Hunan University of Technology and BusinessCollege of Computer Science and Electronic Engineering, Hunan University
机构:
China Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
China Univ Geosci, Sch Informat Engn, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
Bian, Tong
Yi, Yuxuan
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Informat Engn, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
Yi, Yuxuan
Hu, Jiale
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Informat Engn, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
Hu, Jiale
Zhang, Yin
论文数: 0引用数: 0
h-index: 0
机构:
Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan 430072, Peoples R ChinaChina Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
Zhang, Yin
Wang, Yide
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Informat Engn, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
Wang, Yide
Gao, Lu
论文数: 0引用数: 0
h-index: 0
机构:
China Univ Geosci, Sch Sci, Beijing 100083, Peoples R ChinaChina Univ Geosci, Sch Sci, Beijing 100083, Peoples R China
机构:
Key Laboratory of Broadband Wireless Communication and Sensor Network Technology (Ministry of Education)Institute of Signal Processing and Transmission, Nanjing University of Posts and Telecommunications
机构:
Univ Shanghai Sci & Technol, Dept Phys, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Dept Phys, Shanghai 200093, Peoples R China
Zhang, Zijin
Wang, Chunfang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Shanghai Sci & Technol, Dept Phys, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Dept Phys, Shanghai 200093, Peoples R China
Wang, Chunfang
Gong, Wenlin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Key Lab Quantum Opt, Shanghai Inst Opt & Fine Mech, Shanghai 201800, Peoples R China
Chinese Acad Sci, Ctr Cold Atom Phys CAS, Shanghai Inst Opt & Fine Mech, Shanghai 201800, Peoples R ChinaUniv Shanghai Sci & Technol, Dept Phys, Shanghai 200093, Peoples R China
Gong, Wenlin
Zhang, Dawei
论文数: 0引用数: 0
h-index: 0
机构:
Univ Shanghai Sci & Technol, Sch Opt Elect & Comp Engn, Shanghai 200093, Peoples R ChinaUniv Shanghai Sci & Technol, Dept Phys, Shanghai 200093, Peoples R China
机构:
Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R China
Peng, Yang
Chen, Wen
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R China
Hong Kong Polytech Univ, Photon Res Inst, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Elect & Elect Engn, Hong Kong, Peoples R China