Photonics Research, Volume. 11, Issue 2, 299(2023)

Optical multi-imaging–casting accelerator for fully parallel universal convolution computing

Guoqing Ma1,2, Junjie Yu1,2,3, Rongwei Zhu1,2, and Changhe Zhou1,2、*
Author Affiliations
  • 1Laboratory of Information Optics and Optoelectronic Technology, Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Shanghai 201800, China
  • 2Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China
  • 3e-mail: Junjiey@siom.ac.cn
  • show less
    References(50)

    [2] A. Krizhevsky, I. Sutskever, G. E. Hinton. ImageNet classification with deep convolutional neural networks. Adv. Neural Inf. Process. Syst., 25, 1097-1105(2013).

    [4] J. Cong, B. Xiao. Minimizing computation in convolutional neural networks. International Conference on Artificial Neural Networks, 281-290(2014).

    [6] Y. Ito, R. Matsumiya, T. Endo. OOC-cuDNN: accommodating convolutional neural networks over GPU memory capacity. IEEE International Conference on Big Data, 183-192(2017).

    [7] K. He, X. Zhang, S. Ren, J. Sun. Deep residual learning for image recognition. IEEE Conference on Computer Vision and Pattern Recognition, 770-778(2016).

    [10] P. Ambs. Optical computing: a 60-year adventure. Adv. Opt. Photon., 2010, 1-15(2010).

    [11] A. Maréchal, P. Croce. Un filtre de fréquences spatiales pour l’amélioration du contraste des images optiques. C. R. Acad. Sci., 237(1953).

    [13] P. R. Prucnal, B. J. Shastri. Neuromorphic Photonics(2017).

    Tools

    Get Citation

    Copy Citation Text

    Guoqing Ma, Junjie Yu, Rongwei Zhu, Changhe Zhou, "Optical multi-imaging–casting accelerator for fully parallel universal convolution computing," Photonics Res. 11, 299 (2023)

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Instrumentation and Measurements

    Received: Aug. 8, 2022

    Accepted: Dec. 20, 2022

    Published Online: Feb. 8, 2023

    The Author Email: Changhe Zhou (chazhou@mail.shcnc.ac.cn)

    DOI:10.1364/PRJ.472741

    Topics