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Advanced Photonics, Volume. 1, Issue 2, 025001(2019)

Fringe pattern analysis using deep learning On the Cover

Shijie Feng1,2,3, Qian Chen1,2、*, Guohua Gu1,2, Tianyang Tao1,2, Liang Zhang1,2,3, Yan Hu1,2,3, Wei Yin1,2,3, and Chao Zuo1,2,3、*
Author Affiliations
  • 1Nanjing University of Science and Technology, School of Electronic and Optical Engineering, Nanjing, China
  • 2Jiangsu Key Laboratory of Spectral Imaging and Intelligent Sense, Nanjing, China
  • 3Nanjing University of Science and Technology, Smart Computational Imaging Laboratory (SCILab), Nanjing, China
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    References(13)

    [1] T. Kreis. Handbook of Holographic Interferometry: Optical and Digital Methods(2006).

    [2] P. K. Rastogi. Digital Speckle Pattern Interferometry & Related Techniques(2000).

    [3] S. S. Gorthi, P. Rastogi. Fringe projection techniques: whither we are?. Opt. Lasers Eng., 48, 133-140(2010).

    [4] C. Zuo et al. Phase shifting algorithms for fringe projection profilometry: a review. Opt. Lasers Eng., 109, 23-59(2018).

    [5] X. Su, Q. Zhang. Dynamic 3-D shape measurement method: a review. Opt. Lasers Eng., 48, 191-204(2010).

    [6] Q. Kemao. Two-dimensional windowed Fourier transform for fringe pattern analysis: principles, applications and implementations. Opt. Lasers Eng., 45, 304-317(2007).

    [7] J. Zhong, J. Weng. Spatial carrier-fringe pattern analysis by means of wavelet transform: wavelet transform profilometry. Appl. Opt., 43, 4993-4998(2004).

    [8] L. Huang et al. Comparison of Fourier transform, windowed Fourier transform, and wavelet transform methods for phase extraction from a single fringe pattern in fringe projection profilometry. Opt. Lasers Eng., 48, 141-148(2010).

    [9] Z. Zhang et al. Comparison of Fourier transform, windowed Fourier transform, and wavelet transform methods for phase calculation at discontinuities in fringe projection profilometry. Opt. Lasers Eng., 50, 1152-1160(2012).

    [10] A. Sinha et al. Lensless computational imaging through deep learning. Optica, 4, 1117-1125(2017).

    [11] Y. Rivenson et al. Phase recovery and holographic image reconstruction using deep learning in neural networks. Light: Sci. Appl., 7, 17141(2018).

    [12] C. Zuo et al. Temporal phase unwrapping algorithms for fringe projection profilometry: a comparative review. Opt. Lasers Eng., 85, 84-103(2016).

    [13] C. Zuo et al. High-speed three-dimensional profilometry for multiple objects with complex shapes. Opt. Express, 20, 19493-19510(2012).

    CLP Journals

    [1] Shijie Feng, Chao Zuo, Liang Zhang, Wei Yin, Qian Chen, "Generalized framework for non-sinusoidal fringe analysis using deep learning," Photonics Res. 9, 1084 (2021)

    [2] Jiaji Li, Alex Matlock, Yunzhe Li, Qian Chen, Chao Zuo, Lei Tian, "High-speed in vitro intensity diffraction tomography," Adv. Photon. 1, 066004 (2019)

    [3] Jiaji Li, Alex Matlock, Yunzhe Li, Qian Chen, Lei Tian, Chao Zuo, "Resolution-enhanced intensity diffraction tomography in high numerical aperture label-free microscopy," Photonics Res. 8, 1818 (2020)

    [4] Zhong Jinxin, Yin Wei, Feng Shijie, Chen Qian, Zuo Chao. Speckle projection profilometry with deep learning[J]. Infrared and Laser Engineering, 2020, 49(6): 20200011

    [5] Qiuquan Yan, Qinghui Deng, Jun Zhang, Ying Zhu, Ke Yin, Teng Li, Dan Wu, Tian Jiang, "Low-latency deep-reinforcement learning algorithm for ultrafast fiber lasers," Photonics Res. 9, 1493 (2021)

    [6] Shuo Zhu, Enlai Guo, Jie Gu, Lianfa Bai, Jing Han, "Imaging through unknown scattering media based on physics-informed learning," Photonics Res. 9, B210 (2021)

    [7] Qican Zhang, Zhoujie Wu. Three-dimensional imaging technique based on Gray-coded structured illumination[J]. Infrared and Laser Engineering, 2020, 49(3): 0303004

    [8] Chao Zuo, Xiaolei Zhang, Yan Hu, Wei Yin, Detong Shen, Jinxin Zhong, Jing Zheng, Qian Chen. Has 3D finally come of age? ——An introduction to 3D structured-light sensor[J]. Infrared and Laser Engineering, 2020, 49(3): 0303001

    [9] Yong Li, Guanghui Zhang, Lihong Ma, Xiaolin Ying, Jianyun Yao. Review of dynamic three-dimensional surface imaging based on fringe projection[J]. Infrared and Laser Engineering, 2020, 49(3): 0303005

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    Shijie Feng, Qian Chen, Guohua Gu, Tianyang Tao, Liang Zhang, Yan Hu, Wei Yin, Chao Zuo, "Fringe pattern analysis using deep learning," Adv. Photon. 1, 025001 (2019)

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    Paper Information

    Category: Letters

    Received: Aug. 22, 2018

    Accepted: Jan. 8, 2019

    Posted: Mar. 25, 2019

    Published Online: Mar. 14, 2019

    The Author Email: Chen Qian (chenqian@njust.edu.cn), Zuo Chao (zuochao@njust.edu.cn)

    DOI:10.1117/1.AP.1.2.025001

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology