Laser & Optoelectronics Progress, Volume. 59, Issue 22, 2210009(2022)

Phase Fringe Pattern Filtering Method for Shearography Using Deep Learning

Wei Lin1, Haihua Cui1、*, Wei Zheng2, Xinfang Zhou2, Zhenlong Xu1, and Wei Tian1
Author Affiliations
  • 1College of Mechanical & Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 211106, Jiangsu, China
  • 2AVIC Xi'an Aircraft Industry Group Co., Ltd., Xi'an 710089, Shaanxi, China
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    Figures & Tables(11)
    CycleGAN fringe pattern filtering model and loss model. (a) Fringe pattern filtering model; (b) forward cycle-consistency loss; (c) backward cycle-consistency loss
    Structure of fringe pattern filtering model based on CycleGAN
    Schematic of ideal noiseless phase map generation steps
    Loss change curve when the learning rate is 0.0001
    Model effects obtained under different number of iterations
    Loss function curves under different learning rates
    Filtering results of different methods for simulated noise fringe patterns
    Original noise fringe images and filtering results of different methods
    Filtering application optimization process. (a) Cropping from the original image; (b) cropping from filtered image; (c) image mosaic
    Filtering results for fringe pattern under different steps
    • Table 1. Running time of different filtering methods

      View table

      Table 1. Running time of different filtering methods

      GroupSin-cos mean filteringFrequency domain filteringAdaptive total variationProposed method
      Average0.1570.18156.1220.030
      10.1510.18752.2030.028
      20.1640.17654.5420.030
      30.1530.16963.8950.029
      40.1620.19357.0690.034
      50.1550.17953.6240.029
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    Wei Lin, Haihua Cui, Wei Zheng, Xinfang Zhou, Zhenlong Xu, Wei Tian. Phase Fringe Pattern Filtering Method for Shearography Using Deep Learning[J]. Laser & Optoelectronics Progress, 2022, 59(22): 2210009

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    Paper Information

    Category: Image Processing

    Received: Sep. 23, 2021

    Accepted: Oct. 19, 2021

    Published Online: Sep. 19, 2022

    The Author Email: Haihua Cui (cuihh@nuaa.edu.cn)

    DOI:10.3788/LOP202259.2210009

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