High Power Laser and Particle Beams, Volume. 36, Issue 6, 069002(2024)

Deep learning phase inversion technique for single frame image based on Walsh function modulation

Qi Liu1...2, Yinglei Du1,*, Rujian Xiang1, Guohui Li1, Qiushi Zhang1, Zhenjiao Xiang1, Jing Wu1, Xian Yue1, Anchao Bao1, and Jiang You12 |Show fewer author(s)
Author Affiliations
  • 1Institute of Applied Electronics, CAEP, Mianyang 621900, China
  • 2Graduate School of China Academy of Engineering Physics, Beijing 100088, China
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    References(16)

    [1] Gerchberg R W, Saxton W O. A practical algorithm for the determination of phase from image and diffraction plane pictures[J]. Optik, 35, 237-246(1972).

    [2] Gonsalves R A. Phase retrieval and diversity in adaptive optics[J]. Optical Engineering, 21, 215829(1982).

    [4] [4] Zhang Quan. Parallel analysis implementation of phase diversity[D]. Chengdu: University of Electronic Science Technology of China, 2015: 6698

    [5] [5] Kong Qingfeng. Research on wavefront phase retrieval method based on single frame focal plane image[D]. Chengdu: University of Electronic Science Technology of China, 2019: 3544

    [6] Kong Qingfeng, Wang Shuai, Yang Ping, . Single-frame far-field wavefront retrieval method based on Walsh function modulation[J]. Opto-electronic Engineering, 47, 190323(2020).

    [11] [11] Qiu Xuejing. Research on single frame deep learning phase retrieval method based on fourquadrant discrete phase modulation[D]. Chengdu: University of Chinese Academy of Sciences, 2021: 2830

    [12] McGlamery B L. Computer simulation studies of compensation of turbulence degraded images[J]. Journal of the Optical Society of America, 66, 225-233(1976).

    [13] Yang Haibo, Xu Hong. Numerical simulation of atmospheric turbulence phase screen based on power spectrum inversion method[J]. Electro-Optic Technology Application, 34, 73-76(2019).

    [16] [16] He Kaiming, Zhang Xiangyu, Ren Shaoqing, et al. Deep residual learning f image recognition[C]2016 IEEE Conference on Computer Vision Pattern Recognition (CVPR). 2016: 770778.

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    Qi Liu, Yinglei Du, Rujian Xiang, Guohui Li, Qiushi Zhang, Zhenjiao Xiang, Jing Wu, Xian Yue, Anchao Bao, Jiang You. Deep learning phase inversion technique for single frame image based on Walsh function modulation[J]. High Power Laser and Particle Beams, 2024, 36(6): 069002

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    Paper Information

    Category: Advanced Interdisciplinary Science

    Received: Feb. 1, 2024

    Accepted: Mar. 28, 2024

    Published Online: Jun. 3, 2024

    The Author Email: Du Yinglei (boyduyinglei@163.com)

    DOI:10.11884/HPLPB202436.240048

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