Laser & Optoelectronics Progress, Volume. 61, Issue 14, 1412004(2024)

Phase Unwrapping of Speckle Interferometry Based on UCNet

Chen Chen, Qilin Zeng*, Xiaoyi Yu, Xianming Xiong, Hao Du, Jiahao Zhao, and Fengrui Shi
Author Affiliations
  • College of Optoelectronic Engineering, Guilin University of Electronic Technology, Guilin 541004, Guangxi , China
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    Figures & Tables(12)
    The overall structure of the network
    Structure diagrams of encoding module and decoding module. (a) Downblock; (b) upblock
    Network operation flowchart. (a) Training process; (b) test process
    Model training results
    Test results of test set. (a) (b) (c) Wrapped phase diagrams; (d) (e) (f) real phase diagrams; (g) (h) (i) UCNet unwrapping phase diagrams
    Using DCT, DLPU, and UCNet to encapsulate phase diagrams with different noise factors
    Phase unwrapping SSIM using different methods after adding noise
    Experimental optical path diagram
    Experimental equipment
    Experimental Comparison Chart
    • Table 1. Comparison of different off plane displacement loading amounts

      View table

      Table 1. Comparison of different off plane displacement loading amounts

      Load /μmSSIM
      DCTUCNetDLPU
      30.6860.9430.895
      50.7150.9690.936

      8

      10

      0.721

      0.694

      0.978

      0.956

      0.945

      0.924

    • Table 2. Comparison of SSIM and PSNR before and after improvement

      View table

      Table 2. Comparison of SSIM and PSNR before and after improvement

      Randomly imageSSIMPSNR
      DLPUUCNetDLPUUCNet
      10.94370.977624.8631.43
      20.91890.949720.2422.19
      30.93750.963921.6327.36
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    Chen Chen, Qilin Zeng, Xiaoyi Yu, Xianming Xiong, Hao Du, Jiahao Zhao, Fengrui Shi. Phase Unwrapping of Speckle Interferometry Based on UCNet[J]. Laser & Optoelectronics Progress, 2024, 61(14): 1412004

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    Paper Information

    Category: Instrumentation, Measurement and Metrology

    Received: Nov. 13, 2023

    Accepted: Dec. 11, 2023

    Published Online: Jul. 17, 2024

    The Author Email: Qilin Zeng (qilinzeng@guet.edu.cn)

    DOI:10.3788/LOP232483

    CSTR:32186.14.LOP232483

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