Infrared and Laser Engineering, Volume. 49, Issue 10, 20200273(2020)

A single-frame deep learning phase retrieval algorithm based on defocus grating

Xuejing Qiu1...2,3, Wang Zhao1,2, Chao Yang1,2,3, Tao Cheng1,2,3, Shuai Wang1,2, and Bing Xu12 |Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Adaptive Optics, Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
  • 2Institute of Optics and Electronics, Chinese Academy of Sciences, Chengdu 610209, China
  • 3University of Chinese Academy of Sciences, Beijing 100049, China
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    References(14)

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    [4] Cheng H, Xiong B, Wang J, et al. Phase retrieval technology based on chromatic dispersion and transport of intensity equation in lens model[J]. Infrared and Laser Engineering, 48, 0603018(2019).

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    [6] Fienup J R, Wackerman C. Phase-retrieval stagnation problems and solutions[J]. Journal of Optical Society of America A, 3, 1897-1907(1986).

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    [9] Ju G, Qi X, Ma H, et al. Feature-based phase retrieval wavefront sensing approach using machine learning[J]. Optics Express, 26, 31767-31783(2018).

    [10] Paine S W, Fienup J R. Machine learning for improved image-based wavefront sensing[J]. Optics Letters, 43, 1235-1238(2018).

    [11] Nishizaki Y, Valdivia M, Horisaki R, et al. Deep learning wavefront sensing[J]. Optics Express, 27, 240-251(2019).

    [12] Qinghua T, Chenda L, Bo L, et al. DNN-based aberration correction in a wavefront sensorless adaptive optics system[J]. Optics Express, 27, 10765-10776(2019).

    [13] Guo H, Xu Y, Li Q, et al. Improved machine learning approach for wavefront sensing[J]. Sensors, 19, 3533-3545(2019).

    [14] Blanchard Paul M, Greenaway Alan H. Simultaneous multiplane imaging with a distorted diffraction grating[J]. Applied Optics, 38, 6692-6699(1999).

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    Xuejing Qiu, Wang Zhao, Chao Yang, Tao Cheng, Shuai Wang, Bing Xu. A single-frame deep learning phase retrieval algorithm based on defocus grating[J]. Infrared and Laser Engineering, 2020, 49(10): 20200273

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    Paper Information

    Category: Adaptive optics

    Received: Jul. 10, 2020

    Accepted: --

    Published Online: Jul. 6, 2021

    The Author Email:

    DOI:10.3788/IRLA20200273

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