• Laser & Optoelectronics Progress
  • Vol. 58, Issue 18, 1811020 (2021)
hao Sha1, Yangzhe Liu2, and Yongbing Zhang1、*
Author Affiliations
  • 1School of Computer of Science and Technology, Harbin Institute of Technology (Shenzhen), Shenzhen, Guangdong 518055, China
  • 2Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong 518055, China
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    DOI: 10.3788/LOP202158.1811020 Cite this Article Set citation alerts
    hao Sha, Yangzhe Liu, Yongbing Zhang. Fourier Ptychography Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2021, 58(18): 1811020 Copy Citation Text show less
    Model of the FP forward imaging
    Fig. 1. Model of the FP forward imaging
    Reconstruction process of the FP image
    Fig. 2. Reconstruction process of the FP image
    FP neural network based on physical model
    Fig. 3. FP neural network based on physical model
    Simulation results of different algorithms. (a) INNM; (b) ePIE; (c) original high-resolution image; (d) sDR; (e) real image
    Fig. 4. Simulation results of different algorithms. (a) INNM; (b) ePIE; (c) original high-resolution image; (d) sDR; (e) real image
    Simulation results of different aperture overlap ratios. (a) Real image; (b) 25%; (c) 50%; (d) 70%; (e) 85%
    Fig. 5. Simulation results of different aperture overlap ratios. (a) Real image; (b) 25%; (c) 50%; (d) 70%; (e) 85%
    Reconstruction results of ablation experiments. (a) Zernike polynomial and TV term are not introduced; (b) Zernike polynomial is introduced separately; (c) Zernike polynomial and TV term are introduced at the same time; (d) original high-resolution image
    Fig. 6. Reconstruction results of ablation experiments. (a) Zernike polynomial and TV term are not introduced; (b) Zernike polynomial is introduced separately; (c) Zernike polynomial and TV term are introduced at the same time; (d) original high-resolution image
    Optical path of the macro FP
    Fig. 7. Optical path of the macro FP
    Experimental setup of the macro FP
    Fig. 8. Experimental setup of the macro FP
    Reconstruction result of USAF resolution target. (a) Low-resolution image; (b) enlarged detail 1 of the USAF; (c) ePIE; (d) INNM; (e) enlarged detail 2 of the USAF; (f) reference image
    Fig. 9. Reconstruction result of USAF resolution target. (a) Low-resolution image; (b) enlarged detail 1 of the USAF; (c) ePIE; (d) INNM; (e) enlarged detail 2 of the USAF; (f) reference image
    hao Sha, Yangzhe Liu, Yongbing Zhang. Fourier Ptychography Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2021, 58(18): 1811020
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