Acta Optica Sinica, Volume. 41, Issue 9, 0918001(2021)

Research on Microscopic Imaging of High Resolution Light Field Based on Graph Regularization

Feifan Yang1,2, Hui Li1,2,3、*, Jing Peng1,2, and Yuntao Wu1,2
Author Affiliations
  • 1School of Computer Science and Engineering, Wuhan Institute of Technology, Wuhan, Hubei 430205, China
  • 2Hubei Key Laboratory of Intelligent Robot, Wuhan, Hubei 430205, China
  • 3School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology, Wuhan, Hubei 430074, China
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    Figures & Tables(12)
    Algorithm flow chart
    Relationship between viewpoint and projection point
    Experimental setup. (a) Light field microscope experimental table; (b) schematic diagram of light field microscopy device; (c) schematic diagram of light field microscope
    Calibration of microlens array. (a) Traditional calibration; (b) peak detection calibration
    Light field micrograph and perspective images. (a)(b) Light field micrograph; (c)(d) periodic perspective image; (e)(f) aperiodic perspective image
    Super-resolution perspective images. (a)(c) Aperiodic perspective image; (b)(d) super-resolution perspective image by proposed method; (e)-(h) local magnification views
    Distributions of pixel value for locust image. (a) Aperiodic perspective image; (d) super-resolution perspective image by proposed method; (b)(c)(e)(f) distributions of pixel value of Fig. (a) and (d), respectively
    Distributions of pixel value for resolution board. (a) Aperiodic perspective image; (d) super-resolution perspective image by proposed method; (b)(c)(e)(f) distributions of pixel value of Fig. (a) and (d), respectively
    Comparison of experimental results of locust image. (a) Bicubic interpolation; (b) PCA method; (c) proposed method; (d)-(f) local magnification views
    Comparison of experimental results of resolution board. (a) Bicubic interpolation; (b) PCA method; (c) proposed method;(d)-(f) local magnification views
    • Table 1. USAF-1951 image resolution

      View table

      Table 1. USAF-1951 image resolution

      ItemAperiodic perspective imageSuper-resolution perspective image by proposed method
      Resolution /mm5.03965.6568
    • Table 2. Image quality comparison

      View table

      Table 2. Image quality comparison

      ItemBicubicPCAmethodProposedmethod
      PSNR /dB36.4237.5038.22
      SSIM0.95100.95600.9620
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    Feifan Yang, Hui Li, Jing Peng, Yuntao Wu. Research on Microscopic Imaging of High Resolution Light Field Based on Graph Regularization[J]. Acta Optica Sinica, 2021, 41(9): 0918001

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    Paper Information

    Category: Microscopy

    Received: Sep. 30, 2020

    Accepted: Dec. 1, 2020

    Published Online: May. 8, 2021

    The Author Email: Li Hui (lihui00317@163.com)

    DOI:10.3788/AOS202141.0918001

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