Chinese Optics Letters, Volume. 20, Issue 12, 121101(2022)

End-to-end optimization of a diffractive optical element and aberration correction for integral imaging

Xiangyu Pei, Xunbo Yu*, Xin Gao, Xinhui Xie, Yuedi Wang, Xinzhu Sang, and Binbin Yan
Author Affiliations
  • State Key Laboratory of Information Photonics and Optical Communications, Beijing University of Posts and Telecommunications, Beijing 100876, China
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    Figures & Tables(10)
    Overall workflow diagram of this experiment: (a) parallax image acquisition and synthesis; (b) proposed end-to-end optimization method workflow; and (c) optical reconstruction.
    Imaging process of an actual optical system.
    Schematic diagram of the light intensity distribution at different field points on the image plane.
    Pre-correction network structure.
    All 36 subsections of an EI and its corresponding diffractive lens unit.
    Experimental results with end-to-end optimization: (a) diffractive element profile; (b) loss curve during training; and (c) PSF of nine fields of view, in logarithmic scale.
    Experimental results without pre-correction network: (a) diffractive element profile; (b) loss curve during training; and (c) PSF of nine fields of view, in logarithmic scale.
    Simulation results for different viewing positions (with multiple PSFs): (a) original scene; (b) simulation results without pre-correction network; and (c) simulation results with end-to-end optimization.
    Simulation results for different viewing positions (with a single PSF): (a) original scene; (b) simulation results without pre-correction network; and (c) simulation results with end-to-end optimization.
    • Table 1. Optical Element and Image Dataset Parameters

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      Table 1. Optical Element and Image Dataset Parameters

      ParametersValues
      Aperture diameter5 mm
      Light source distance (zo)20 mm
      Propagation distance (d)500 mm
      Focal length19.23 mm
      F number3.85
      Number of training dataset images64×36 (2304)
      Number of image subregions6×6 (36)
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    Xiangyu Pei, Xunbo Yu, Xin Gao, Xinhui Xie, Yuedi Wang, Xinzhu Sang, Binbin Yan. End-to-end optimization of a diffractive optical element and aberration correction for integral imaging[J]. Chinese Optics Letters, 2022, 20(12): 121101

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    Paper Information

    Category: Imaging Systems and Image Processing

    Received: Apr. 18, 2022

    Accepted: Jun. 27, 2022

    Posted: Jun. 29, 2022

    Published Online: Aug. 9, 2022

    The Author Email: Xunbo Yu (yuxunbo@126.com)

    DOI:10.3788/COL202220.121101

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