Researching | Fringe pattern analysis using deep learning

Journals >Advanced Photonics >Volume 1 >Issue 2 >Page 025001 > Article

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

Fringe pattern analysis using deep learning | On the Cover

Shijie Feng^1,2,3, Qian Chen^1,2,*, Guohua Gu^1,2, Tianyang Tao^1,2..., Liang Zhang^1,2,3, Yan Hu^1,2,3, Wei Yin^1,2,3 and Chao Zuo^1,2,3,*|Show fewer author(s)

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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DOI: 10.1117/1.AP.1.2.025001 Cite this Article Set citation alerts

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) Copy Citation Text

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References

[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] 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

[4] 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)

[5] 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)

[6] 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)

[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] 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

[9] 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

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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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