刘小亮(Xiaoliang Liu)

Main | Adversarial Attack | Adversarial Robustness

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Latest Updates

  • 2024-06-20: Successfully graduated with a PhD.
  • 2024-05-23: Successfully passed the PhD dissertation defense.
  • 2024-03-31:Updated the paper link.


  • Education

    2018.09 - 2024.06 Nanjing University, Ph.D. in Computer Science and Technology, Member of RINC Group, Supervisor: Prof. Furao Shen

    2016.09 - 2018.07 Nanjing University, M.S. in Computer Science and Technology, Member of RINC Group, Supervisor: Prof. Furao Shen

    2009.09 - 2014.07 Fujian University of Technology, B.S. in Communication Engineering


    Research Interests


    Research Achievements

    Published Papers:

  • [1] Xiaoliang Liu, Furao Shen, Jian Zhao and Changhai Nie. AugRmixAT: A data processing and training method for improving multiple robustness and generalization performance [C]. IEEE International Conference on Multimedia and Expo (ICME). 2022: 1-6. [Paper] (CCF-B,EI)
  • [2] Xiaoliang Liu, Furao Shen, Jian Zhao and Changhai Nie. Self-supervised learning of monocular 3D geometry understanding with two-and three-view geometric constraints[J]. The Visual Computer, 2024, 40(2): 1193-1204. [Paper] (CCF-C,SCI,JCR-Q2)
  • [3] Xiaoliang Liu, Furao Shen, Jian Zhao and Changhai Nie. EAP: An effective black-box impersonation adversarial patch attack method on face recognition in the physical world[J]. Neurocomputing, 2024: 127517. [Paper] (CCF-C,SCI,JCR-Q2)
  • [4] Xiaoliang Liu, Furao Shen, Jian Zhao and Changhai Nie. RandoMix: a mixed sample data augmentation method with multiple mixed modes[J]. Multimedia Tools and Applications, 2024: 1-17. [Paper] (CCF-C,SCI,JCR-Q2)
  • Submitted Papers:

  • [5] Xiaoliang Liu, Furao Shen, Feng Han, Jian Zhao and Changhai Nie. NeRFTAP: Enhancing transferability of adversarial patches on face recognition using neural radiance fields[J]. arXiv preprint arXiv:2311.17332, 2023. [Paper] (CCF-B,SCI,Under Review)
  • [6] Xiaoliang Liu, Furao Shen, Jian Zhao and Changhai Nie. RADAP: A robust and adaptive defense against diverse adversarial patches on face recognition[J]. arXiv preprint arXiv:2311.17339, 2023. [Paper] (CCF-B,SCI,Under Review)
  • Patents:

  • [7] Furao Shen, Kepan Gao, Xiaoliang Liu, et al. A method for indoor localization by fusing UWB and LiDAR: 202011520518[P] [2024-02-28].
  • Book Chapters:

  • [8] Furao Shen. Self-Organizing Incremental Learning Neural Networks[M]. Electronic Industry Press, September 2023. (Chapter 1: Mathematical Foundations)

  • Awards

  • 2022.08 - 2023.03, the First Greater Bay Area (Huangpu) International Algorithm Competition, Adversarial Robustness Defense Algorithm for Deep Learning Models, Finalist Prize. (Individual Participation)

  • Research Projects

  • State Grid Corporation of China Headquarters Science and Technology Project, Research and Application of Substation HD Video and Robot Joint Inspection Technology Based on Multi-Dimensional Image Intelligent Matching and Recognition, Project Number: 520950200009. (Participant)
  • Ministry of Science and Technology Major Project - the STI 2030-Major Projects of China, Efficient Learning Mechanism of Spiking Networks Based on Neural Plasticity and Brain-Inspired Intelligence System, Grant Nos: 2021ZD0201300. (Participant)
  • National Natural Science Foundation of China General Program, Research on Novel Neural Networks for Incremental Unsupervised Learning, Grant Nos: 62276127. (Participant)

  • Research Services

  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT, Peer Reviewer)

  • Other Information