Photonics Research, Volume. 12, Issue 6, 1159(2024)

Diffractive neural networks with improved expressive power for gray-scale image classification

Minjia Zheng1... Wenzhe Liu2,5,*, Lei Shi1,2,3,4,6,*, and Jian Zi1,2,3,47,* |Show fewer author(s)
Author Affiliations
  • 1State Key Laboratory of Surface Physics, Key Laboratory of Micro- and Nano-Photonic Structures (Ministry of Education) and Department of Physics, Fudan University, Shanghai 200433, China
  • 2Institute for Nanoelectronic Devices and Quantum Computing, Fudan University, Shanghai 200433, China
  • 3Collaborative Innovation Center of Advanced Microstructures, Nanjing University, Nanjing 210093, China
  • 4Shanghai Research Center for Quantum Sciences, Shanghai 210315, China
  • 5e-mail: wliubh@connect.ust.hk
  • 6e-mail: lshi@fudan.edu.cn
  • 7e-mail: jzi@fudan.edu.cn
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    References(54)

    [2] R. Szeliski. Computer Vision: Algorithms and Applications(2010).

    [3] A. Krizhevsky, F. Pereira, C. Burges, I. Sutskever, L. Bottou, G. E. Hinton, K. Weinberger. ImageNet classification with deep convolutional neural networks. Advances in Neural Information Processing Systems, 25(2012).

    [4] Y. LeCun, D. Touretzky, B. Boser, J. Denker. Handwritten digit recognition with a back-propagation network. Advances in Neural Information Processing Systems, 2(1989).

    [11] A. Chaurasia, E. Culurciello. Linknet: exploiting encoder representations for efficient semantic segmentation. IEEE Visual Communications and Image Processing (VCIP), 1-4(2017).

    [14] D. Powell, M. Duffy. Neural networks and statistical models. Proceedings of the Nineteenth Annual SAS Users Group International Conference, 806-814(1994).

    [18] P. R. Prucnal, B. J. Shastri, M. C. Teich. Neuromorphic Photonics(2017).

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    Minjia Zheng, Wenzhe Liu, Lei Shi, Jian Zi, "Diffractive neural networks with improved expressive power for gray-scale image classification," Photonics Res. 12, 1159 (2024)

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    Paper Information

    Category: Image Processing and Image Analysis

    Received: Nov. 29, 2023

    Accepted: Feb. 29, 2024

    Published Online: May. 24, 2024

    The Author Email: Wenzhe Liu (wliubh@connect.ust.hk), Lei Shi (lshi@fudan.edu.cn), Jian Zi (jzi@fudan.edu.cn)

    DOI:10.1364/PRJ.513845

    CSTR:32188.14.PRJ.513845

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