Learning-based single-shot superresolution in diffractive imaging

被引:8
|
作者
Horisaki, Ryoichi [1 ,2 ]
Takagi, Ryosuke [1 ]
Tanida, Jun [1 ]
机构
[1] Osaka Univ, Grad Sch Informat Sci & Technol, Dept Informat & Phys Sci, 1-5 Yamadaoka, Suita, Osaka 5650871, Japan
[2] PRESTO, JST, 4-1-8 Honcho, Kawaguchi, Saitama 3320012, Japan
基金
日本学术振兴会;
关键词
OBJECT RECOGNITION; RECONSTRUCTION;
D O I
10.1364/AO.56.008896
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We present a method of retrieving a superresolved object field from a single captured intensity image in diffraction-limited diffractive imaging based on machine learning. In this method, the inverse process of diffractive imaging is regressed by using a number of pairs, each consisting of object and captured images. The proposed method is experimentally demonstrated by using a lensless imaging setup with or without scattering media. (C) 2017 Optical Society of America
引用
收藏
页码:8896 / 8901
页数:6
相关论文
共 50 条
  • [31] Single-shot nanosecond thermal imaging
    Pogany, D
    Dubec, V
    Bychikhin, S
    Fürböck, C
    Litzenberger, M
    Naumov, S
    Groos, G
    Stecher, M
    Gornik, E
    IEEE TRANSACTIONS ON DEVICE AND MATERIALS RELIABILITY, 2003, 3 (03) : 85 - 88
  • [32] Single-shot curved slice imaging
    Thies H. Jochimsen
    David G. Norris
    Magnetic Resonance Materials in Physics, Biology and Medicine, 2002, 14 (1) : 50 - 55
  • [33] Single-shot ultrafast optical imaging
    Liang, Jinyang
    Wang, Lihong V.
    OPTICA, 2018, 5 (09): : 1113 - 1127
  • [34] Wavelet domain dictionary learning-based single image superresolution
    M. Nazzal
    H. Ozkaramanli
    Signal, Image and Video Processing, 2015, 9 : 1491 - 1501
  • [35] Wavelet domain dictionary learning-based single image superresolution
    Nazzal, M.
    Ozkaramanli, H.
    SIGNAL IMAGE AND VIDEO PROCESSING, 2015, 9 (07) : 1491 - 1501
  • [36] Single-shot optical speckle imaging based on pseudothermal illumination
    Xiao Xiao
    Du Shu-Man
    Zhao Fu
    Wang Jing
    Liu Jun
    Li Ru-Xin
    ACTA PHYSICA SINICA, 2019, 68 (03)
  • [37] Single-shot phase imaging based on transport of intensity equation
    Gupta, Alok K.
    Mahendra, Rouchin
    Nishchal, Naveen K.
    OPTICS COMMUNICATIONS, 2020, 477
  • [38] Single-shot and lensless complex-amplitude imaging with incoherent light based on machine learning
    Ryoichi Horisaki
    Kazuki Fujii
    Jun Tanida
    Optical Review, 2018, 25 : 593 - 597
  • [39] Single-shot and lensless complex-amplitude imaging with incoherent light based on machine learning
    Horisaki, Ryoichi
    Fujii, Kazuki
    Tanida, Jun
    OPTICAL REVIEW, 2018, 25 (05) : 593 - 597
  • [40] Single-shot enhanced imaging through multimode fiber based on self-learning networks
    Zhang, Chuncheng
    Li, Jinyu
    Liang, Ji
    Hu, Zhaoxuan
    Chen, Qian
    Sui, Xiubao
    APPLIED OPTICS, 2024, 63 (17) : 4501 - 4507