• Acta Optica Sinica
  • Vol. 41, Issue 9, 0918001 (2021)
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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    DOI: 10.3788/AOS202141.0918001 Cite this Article Set citation alerts
    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 Copy Citation Text show less
    Algorithm flow chart
    Fig. 1. Algorithm flow chart
    Relationship between viewpoint and projection point
    Fig. 2. 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
    Fig. 3. 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
    Fig. 4. 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
    Fig. 5. 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
    Fig. 6. 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
    Fig. 7. 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
    Fig. 8. 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
    Fig. 9. 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
    Fig. 10. Comparison of experimental results of resolution board. (a) Bicubic interpolation; (b) PCA method; (c) proposed method;(d)-(f) local magnification views
    ItemAperiodic perspective imageSuper-resolution perspective image by proposed method
    Resolution /mm5.03965.6568
    Table 1. USAF-1951 image resolution
    ItemBicubicPCAmethodProposedmethod
    PSNR /dB36.4237.5038.22
    SSIM0.95100.95600.9620
    Table 2. Image quality comparison
    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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