Laser & Optoelectronics Progress, Volume. 59, Issue 12, 1210004(2022)

Image Defense Algorithm Against Adversarial Attacks Based on Low-Rank Dimensionality Reduction and Sparse Reconstruction

Xifan Zhang* and Lingzhi Yu
Author Affiliations
  • School of Electrical and Information Engineering, Tianjin University, Tianjin 300072, China
  • show less
    References(36)

    [2] Cisse M M, Adi Y, Neverova N et al. Houdini: fooling deep structured visual and speech recognition models with adversarial examples[C], 6977-6987(2017).

    [4] Wang J X, Lei Z C. A convolutional neural network based on feature fusion for face recognition[J]. Laser & Optoelectronics Progress, 57, 101508(2020).

    [5] Li Z W, Cao H, Yang F et al. Research progress of brain tumor segmentation based on convolutional neural network[J]. Laser & Optoelectronics Progress, 58, 2400003(2021).

    [6] Zhou S, Wu D, Jin J. Lane instance segmentation algorithm based on convolutional neural network[J]. Laser & Optoelectronics Progress, 58, 0815007(2021).

    [15] Metzen J H, Genewein T, Fischer V et al. On detecting adversarial perturbations[C](2017).

    [18] Samangouei P, Kabkab M, Chellappa R. Defense-GAN: protecting classifiers against adversarial attacks using generative models[C](2018).

    [21] Goodfellow I J, Shlens J, Szegedy C. Explaining and harnessing adversarial examples[C](2015).

    [29] Xie C H, Wang J Y, Zhang Z S et al. Mitigating adversarial effects through randomization[C](2018).

    [31] Pati Y C, Rezaiifar R, Krishnaprasad P S. Orthogonal matching pursuit: recursive function approximation with applications to wavelet decomposition[C], 40-44(1993).

    Tools

    Get Citation

    Copy Citation Text

    Xifan Zhang, Lingzhi Yu. Image Defense Algorithm Against Adversarial Attacks Based on Low-Rank Dimensionality Reduction and Sparse Reconstruction[J]. Laser & Optoelectronics Progress, 2022, 59(12): 1210004

    Download Citation

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

    Category: Image Processing

    Received: Apr. 27, 2021

    Accepted: Jun. 2, 2021

    Published Online: May. 23, 2022

    The Author Email: Xifan Zhang (lawalimu@163.com)

    DOI:10.3788/LOP202259.1210004

    Topics