Acta Photonica Sinica, Volume. 52, Issue 1, 0112003(2023)

Fringe Pattern Orthogonalization Method by Generative Adversarial Nets

Leijie FENG1... Hubing DU1, Gaopeng ZHANG2,*, Yanjie LI1 and Jinlu HAN1 |Show fewer author(s)
Author Affiliations
  • 1School of Mechatronic Engineering,Xi'an Technological University,Xi'an 710021
  • 2Xi'an Institute of Optics and Precision Mechanics,Chinese Academy of Sciences,Xi'an 710119
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    Figures & Tables(16)
    Orthogonal transformation network architecture
    Generative network architecture
    Discriminative network architecture
    Simulation for fringe pattern orthogonalization
    Simulation for phase reconstruction
    Comparisons between the proposed method and the Riesz transform method
    Phase error distribution
    Comparisons of the different networks
    Five experimental phase-shifting fringe patterns collected by point diffraction interferometer
    Experiment for fringe pattern orthogonalization
    Experiment for phase reconstruction
    Root mean square of error
    Comparisons of output results of different channel
    Result of the Riesz transform method
    • Table 1. Generative network parameters

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      Table 1. Generative network parameters

      NumberParameter
      1Conv3×3×64,BN,ReLU
      2Conv3×3×128,BN,ReLU
      3Conv3×3×256,BN,ReLU
      ResNetsConv3×3×256,BN,ReLUConv3×3×256,BN,ReLUBlock i,(i=1,2,,20)
      4Conv3×3×128,BN,ReLU
      5Conv3×3×64,BN,ReLU
      6Conv3×3×3,BN,Tanh
    • Table 2. Discriminative network parameters

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      Table 2. Discriminative network parameters

      NumberParameter
      1Conv3×3×64,BN,LeakyReLU
      2Conv3×3×128,BN,LeakyReLU
      3Conv3×3×256,BN,LeakyReLU
      4Conv3×3×512,BN,LeakyReLU
      5Conv3×3×1,Sigmoid
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    Leijie FENG, Hubing DU, Gaopeng ZHANG, Yanjie LI, Jinlu HAN. Fringe Pattern Orthogonalization Method by Generative Adversarial Nets[J]. Acta Photonica Sinica, 2023, 52(1): 0112003

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Jul. 5, 2022

    Accepted: Aug. 18, 2022

    Published Online: Feb. 27, 2023

    The Author Email: ZHANG Gaopeng (zhanggaopeng@opt.ac.cn)

    DOI:10.3788/gzxb20235201.0112003

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