Laser & Optoelectronics Progress, Volume. 59, Issue 4, 0409001(2022)

Three-Dimensional Phase-Only Holographic Display Based on Deep Learning and Angular-Spectrum Layer-Oriented

Xiao Sun and Chao Han*
Author Affiliations
  • Key Laboratory of Advanced Perception and Intelligent Control of High-end Equipment, Ministry of Education, Anhui Polytechnic University, Wuhu , Anhui 241000, China
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    Figures & Tables(11)
    Schematic diagram of improved algorithm
    LeNet model structure
    Contrast simulation of two-dimensional Lena image. (a) Original image; (b) hologram obtained of the proposed algorithm; (c) hologram obtained by the algorithm in Ref.[22]; (d) reconstructed image of the proposed algorithm; (e) reconstructed image using the algorithm in Ref.[22]
    Small train model of modeling. (a) Depth map; (b) shading map
    Output image. (a) Phase-only hologram of three-dimensional small train; (b) reconstruction image of three-dimensional small train image
    Contrast simulation images. (a) Reconstructed image of proposed algorithm at d1=210 mm ; (b) reconstructed image at d1=210 mm using the algorithm in Ref.[22]; (c) reconstructed image of proposed algorithm at d2=220 mm; (d) reconstructed image at d2=220 mm using algorithm in Ref.[22]; (e) reconstructed image of proposed algorithm at d3=230 mm; (f) reconstructed image at d3=230 mm using the algorithm in Ref.[22]
    Experimental light path diagram
    Experiment reconstruction images. (a) Reconstructed image of the proposed algorithm at d1=210 mm; (b) reconstructed image at d1=210 mm using the algorithm inRef.[22]; (c) reconstructed image at d1=210 mm using the algorithm in Ref.[23]; (d) reconstructed image of the proposed algorithm at d2=220 mm; (e) reconstructed image at d2=220 mm using the algorithm in Ref.[22]; (f) reconstructed image at d2=220 mm using the algorithm in Ref.[23]; (g) reconstructed imageof the proposed algorithm at d3=230 mm; (h) reconstructed image at d3=230 mm using the algorithm in Ref.[22]; (i) reconstructed image at d3=230 mm using the algorithm in Ref.[23]
    • Table 1. PSNR and SSIM of reconstructed image

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      Table 1. PSNR and SSIM of reconstructed image

      ParameterFig. 3(d)Fig. 3(e)
      pPSNR /dB24.310015.5758
      sSSIM0.80320.5946
    • Table 2. SSIM of pure phase-only hologram

      View table

      Table 2. SSIM of pure phase-only hologram

      ParameterFig. 3(b)Fig. 3(c)
      sSSIM0.78250.4369
    • Table 3. Comparison of operation time of different size pictures

      View table

      Table 3. Comparison of operation time of different size pictures

      Image size512×5121024×10242048×20484096×4096
      Running time of algorithm in Ref. [22] /ms3.47.919.345.9
      Running time of improved algorithm /ms4.18.920.249.4
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    Xiao Sun, Chao Han. Three-Dimensional Phase-Only Holographic Display Based on Deep Learning and Angular-Spectrum Layer-Oriented[J]. Laser & Optoelectronics Progress, 2022, 59(4): 0409001

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    Paper Information

    Category: Holography

    Received: Jun. 23, 2021

    Accepted: Sep. 13, 2021

    Published Online: Jan. 25, 2022

    The Author Email: Chao Han (hanchaozh@126.com)

    DOI:10.3788/LOP202259.0409001

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