Acta Optica Sinica, Volume. 41, Issue 22, 2229001(2021)

Polarization Recognition Through Scattering Media Based on Deep-Learning

Qiushi Zhuang, Zewen He, Chunxu Zhang, and Yu Xin*
Author Affiliations
  • School of Electronic and Optical Engineering, Nanjing University of Science & Technology, Nanjing, Jiangsu 210094, China
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    Figures & Tables(14)
    Connection mechanism of DenseNet
    Structure of DenseNet
    Structure of dense block
    Structures of bottleneck layer and transition layer. (a) Structure of bottleneck layer; (b) structure of transition layer
    Scattering medium
    Experimental device
    Diagram of polarization state control
    Structure of neural network
    Speckle pattern formed after scattering by ZnO with the same initial phase and different polarized light. (a) θ=20.2°; (b) θ=20.4°; (c) θ=20.6°; (d) θ=20.8°
    Speckle pattern of light scattered by ZnO with different initial phase and the same polarization state. (a) φ0=0.3π; (b) φ0=0.6π; (c) φ0=0.9π; (d) φ0=1.2π
    Simulation diagram of effect of learning rate on model training
    Recognition accuracy curve of test data during training. (a) Δθ=1.0°; (b) Δθ=0.5°; (c) Δθ=0.2°
    Recognition accuracy curve of test data after fixed learning rate. (a) Learning rate is 0.001; (b) learning rate is 0.00001
    • Table 1. Data parameters and training results collected in three cases

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      Table 1. Data parameters and training results collected in three cases

      Δθ /(°)Range of θ /(°)Number of picturesNumber of training picturesNumber of test picturesTest time /sAccuracy /%
      1.01--1801800016200180013.51100.0
      0.51--1803600032400360024.4599.5
      0.21--904500040500450031.5299.1
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    Qiushi Zhuang, Zewen He, Chunxu Zhang, Yu Xin. Polarization Recognition Through Scattering Media Based on Deep-Learning[J]. Acta Optica Sinica, 2021, 41(22): 2229001

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    Paper Information

    Category: Scattering

    Received: Mar. 23, 2021

    Accepted: Jun. 2, 2021

    Published Online: Nov. 17, 2021

    The Author Email: Xin Yu (yxin@njust.edu.cn)

    DOI:10.3788/AOS202141.2229001

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