Journal of the European Optical Society-Rapid Publications, Volume. 19, Issue 1, 2023015(2023)

Convolutional neural network optimisation to enhance ESPI fringe visibility

José Manuel Crespo* and Vicente Moreno*
Author Affiliations
  • QMatterPhotonics Research Group, Optics Area, Department of Applied Physics, Faculty of Physics / Faculty of Optics and Optometry, University of Santiago de Compostela, 15782 Santiago de Compostela, Galicia, Spain
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    References(10)

    [1] J.A. Leendertz. Interferometric displacement measurement on scattering surfaces utilizing speckle effect. J. Phys. E: Sci. Instrum., 3, 214(1970).

    [2] Y. Tounsi, M. Kumar, A. Nassim, F. Mendoza-Santoyo. Speckle noise reduction in digital speckle pattern interferometric fringes by nonlocal means and its related adaptive kernel-based methods. Appl. Opt., 57, 7681-7690(2018).

    [3] H.A. Aebischer, S. Waldner. A simple and effective method for filtering speckle-interferometric phase fringe patterns. Opt. Commun., 162, 205-210(1999).

    [4] Q. Kemao, S.H. Soon. Two-dimensional windowed Fourier frames for noise reduction in fringe pattern analysis. Opt. Eng., 44, 075601(2005).

    [5] C. Zuo, J. Qian, S. Feng, W. Yin, Y. Li, P. Fan, J. Han, K. Qian, Q. Chen. Deep learning in optical metrology: A review. Light: Sci. Appl., 11, 39(2022).

    [6] O. Ronneberger, P. Fischer, T. Brox. U-NET: Convolutional networks for biomedical image segmentation(2015).

    [7] J.W. Goodman. Speckle phenomena in optics(2020).

    [8] Z. Wang, A.C. Bovik, H.R. Sheikh, E.P. Simoncelli. Image quality assessment: From error visibility to structural similarity. IEEE Transactions on Image Processing, 600-612(2004).

    [9] M. Born, E. Wolf. Principles of optics(1999).

    [10] P. Diederik, J. Kigma. Adam: A method for stochastic optimization(2014).

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    José Manuel Crespo, Vicente Moreno. Convolutional neural network optimisation to enhance ESPI fringe visibility[J]. Journal of the European Optical Society-Rapid Publications, 2023, 19(1): 2023015

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    Paper Information

    Category: Research Articles

    Received: Jan. 31, 2023

    Accepted: Mar. 23, 2023

    Published Online: Aug. 31, 2023

    The Author Email: Crespo José Manuel (josemanuel.crespo.continas@rai.usc.es), Moreno Vicente (josemanuel.crespo.continas@rai.usc.es)

    DOI:10.1051/jeos/2023015

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