HOME

I am an Assistant Professor in College of Cyber Security, Jinan University. I received the PhD degree on computer science and technology from Xiamen University in 2020, supervised by Prof. Hanzi Wang. My research interests include artificial intelligence, and machine learning. My research direction is computer vision, including robust model fitting, structure from motion, feature/point cloud matching, anomaly detection. If you are interested in my research or have any use cases that you want to share, feel free to contact me! (E-mail: sylin (at) jnu.edu.cn)


News


Research interests

  • Computer vision
  • Robust model fitting
  • Motion segmentation
  • Structure from motion
  • Feature/point cloud matching
  • Anomaly detection

Selected publications

    • MGCA-Net: Multi-graph contextual attention network for two-view correspondence learning
    S. Lin,  M. Lo,  H. Chen,  Y. Liang,  Q. Wu
    In Proceedings of the International Joint Conference on Artificial Intelligence, 2025, pages 1–9
    (CCF A类国际会议)
    [paper] [project]

    • DTSNet: A denoising teacher-student network with reverse distillation for anomaly detection
    T. Lin,  S. Lin*,  Y. Liang,  R. Rong,  Y. Lu
    In Proceedings of the IEEE International Conference on Multimedia and Expo, 2025, pages 1–6
    (CCF B类国际会议)
    [paper] [project]

    • Multi-stage network with geometric semantic attention for two-view correspondence learning
    S. Lin,  X. Chen,  G. Xiao,  H. Wang,  F. Huang,  J. Weng
    IEEE Transactions on Image Processing, 2024, vol. 33, pages 3031–3046
    (CCF A类国际期刊, JCRQ1/中科院1区Top, IF2023: 10.6)
    [paper] [project]

    • Robust heterogeneous model fitting for multi-source image correspondences
    S. Lin,  F. Huang,  T. Lai,  J. Lai,  H. Wang,  J. Weng
    International Journal of Computer Vision, 2024, vol. 132, pages 2907–2928
    (CCF A类国际期刊, JCRQ1/中科院2区, IF2023: 19.5)
    [paper][Project]

    • Co-clustering on bipartite graphs for robust model fitting
    S. Lin,  H. Luo,  Y. Yan,  G. Xiao,  H. Wang
    IEEE Transactions on Image Processing, 2022, vol. 31, pages 6605–6620
    (CCF A类国际期刊, JCRQ1/中科院1区Top, IF2021: 11.041)
    [Project]

    • Diverse consensuses paired with motion estimation-based multi-model fitting
    W. Yin,  S. Lin,  Y. Lu,  H. Wang
    In Proceedings of the ACM International Conference on Multimedia, 2024, pages 1–10
    (CCF A类国际会议)
    [Project]

    • Hypergraph optimization for multi-structural geometric model fitting
    S. Lin,  G. Xiao,  Y. Yan,  D. Suter,  H. Wang
    In Proceedings of the AAAI Conference on Artificial Intelligence, 2019, vol. 33, pages 8730–8737
    (CCF A类国际会议)
    [Project]

    • Multi-motion segmentation via co-attention-induced heterogeneous model fitting
    S. Lin,  A. Yang,  T. Lai,  J. Weng,  H. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2024, vol. 34, no. 3, pages 1786–1798
    (CCF B类国际期刊, JCRQ1/中科院1区Top, IF2023: 8.3)
    [Project]

    • Hierarchical representation via message propagation for robust model fitting
    S. Lin,  X. Wang,  G. Xiao,  Y. Yan,  H. Wang
    IEEE Transactions on Industrial Electronics, 2021, vol. 68, no. 9, pages 8582–8592
    (JCRQ1/中科院1区Top, IF2020: 8.236)
    [Project]

    • Efficient sampling using feature matching and variable minimal structure size
    T. Lai,  A. Sadri,  S. Lin*,  Z. Li,  R. Chen,  H. Wang
    Pattern Recognition, 2023, vol. 137, pages 109311
    (CCF B类国际期刊, JCRQ1/中科院1区Top, IF2022: 8.0)
    [Project]

    • A new efficient transformer with blueprint pixel network for image super-resolution
    R. Chen,  Y. Chen,  S. Lin*
    In Proceedings of the China Automation Congress (CAC), 2023, pages 4535–4540
    (CAA 推荐A类会议)
    [Project]

    • 基于非负矩阵欠逼近和剪枝技术的多结构几何模型拟合
    林舒源,  赖桃桃,  严严,  张立明,  王菡子
    计算机学报, 2021, vol. 44, no. 7, pages 1414–1429
    (CCF A类中文期刊, 复合影响因子2021: 6.235)
    [Project]

    • 基于偏好统计数据表征的鲁棒几何模型拟合方法
    郭翰林,  肖国宝,  严严,  林舒源,  David Suter,  王菡子
    计算机学报, 2020, vol. 43, no. 7, pages 1199–1214
    (CCF A类中文期刊, 复合影响因子2021: 6.235)
    [Project]

Patents

    • S. Lin, et al. Multi-source image correspondence method and system based on heterogeneous model fitting, US Patent, Patent number: US12131517B, Date of patent: 2024.10.29.

    • S. Lin, et al. Camera pose estimation method and system, electronic equipment and readable medium, US Patent, Patent number: US12272097B1, Date of patent: 2025.04.08.

    • F. Huang, Z. Yang, Z. Zhou, S. Lin, et al. Multimodal data heterogeneous transformer-based asset recognition method, system, and device, US Patent, Patent number: US12236699B1, Date of patent: 2025.02.25.

    • S. Lin, et al. A multi-source image matching method and system based on heterogeneous model fitting. Chinese patent. Patent number: ZL202311050564.1. Issue data: 2024.03.12.

    • S. Lin, et al. A voice privacy protection method and system based on multi-task adversarial decoupling learning. Chinese patent. Patent number: ZL202419389361.3. Issue data: 2024.07.05.

    • S. Lin, et al. A method, system and readable medium for removing mismatched pairs. Chinese patent. Patent number: ZL202311355526.7. Issue data: 2024.04.09.

    • S. Lin, et al. A camera pose estimation method, system, electronic device and readable medium. Chinese patent. Patent number: ZL202311472686.X. Issue data: 2024.06.14.

    • S. Lin, et al. A method and system for estimating the age range of voiceprint based on privacy protection. Chinese patent. Patent number: ZL2024193893613. Issue data: 2024.07.05.

    • S. Lin, et al. A false news detection method, device, electronic equipment and storage medium. Chinese patent. Application number: 2022113728399. Filing data: 2022.11.04.

    • H. Wang, S. Lin, T. Lai. A method for estimating polar geometry based on improved nonnegative matrix underapproximation. Chinese patent. Patent number: ZL201910418346.6. Issue data: 2021.01.12.

    • H. Wang, S. Lin, L. Jiang, et al. A motion segmentation method based on heterogeneous model fitting. Chinese patent. Patent number: ZL202011165026.3. Issue data: 2022.05.17.

    • H. Wang, T. Lai, S. Lin, et al. A data association method based on event cameras. Chinese patent. Patent number: ZL201710287180.X. Issue data: 2019.12.27.

    • H. Wang, H. Chen, S. Lin. A data association method based on event cameras. Chinese patent. Patent number: ZL202010967054.0. Issue data: 2024.01.23.

    • F. Huang, Z. Li, S. Lin, et al. An image target detection method, system and equipment correlation method under severe weather conditions. Chinese patent. Patent number: ZL202310579491.9. Issue data: 2023.09.15.

Fundings

  • National Natural Science Foundation of China - General Project, Ongoing, PI
  • Guangdong Basic and Applied Basic Research Foundation - General Project, Ongoing, PI
  • Ministry of Education Industry-Academia Cooperation Project, Ongoing, PI
  • Fundamental Research Funds for the Central Universities, Ongoing, PI
  • Jinan University Teaching Reform Project, Ongoing, PI
  • National Natural Science Foundation of China - Regional Innovation and Development Joint Fund, Ongoing, KM

  • Shenzhen Major Science and Technology Project, Ongoing, KM

  • National Natural Science Foundation of China - General Project, Completed, KM
  • National Key Research and Development Program of China - Intelligent Robot, Completed, KM
  • National Natural Science Foundation of China - Strait Joint Fund, Completed, KM
  • Local Planned Scientific and Technological Innovation Project, Completed, PI
  • Industry-Academia-Research Collaborative Innovation Special Project, Completed, PI
  • Several System Research and Development Projects, Completed, PI

Teaching

Awards

  • Best PhD Thesis Award of Fujian Province
  • Guangdong Computer Society Science and Technology Award
  • Ministry of Public Security Science and Technology Award
  • Ba-Gui Artificial Intelligence Science and Technology Award

Academic Services

  • Conference Reviewer: CVPR, ICCV, ECCV, AAAI, IJCAI, ACM MM, ACCV, ICASSP, ICME, ICIP, ICIG, PRCV

  • Journal Reviewer: IJCV, TIP, TIE, PR, TCSVT, CVIU

  • Professional Memberships
    • Member, Technical Committee on Hybrid Augmented Intelligence (CAA-HAI), Chinese Association of Automation (CAA)
    • Member, Technical Committee on 3D Vision (CSIG-3DV), China Society of Image and Graphics (CSIG)
    • Member, Technical Committee on Multimedia (CSIG-MM), China Society of Image and Graphics (CSIG)
    • Member, Technical Committee on Digital Media Forensics and Security (CSIG-DMFS), China Society of Image and Graphics (CSIG)
    • Member, Technical Committee on Computer Vision (GDSIG-CV), Guangdong Society of Image and Graphics (GDSIG)
    • Member, Youth Working Committee, Guangdong Society of Image and Graphics (GDSIG)

Members

  • Graduate students
    • 2024: Xingyu Shi, Kunyuan He, Yang Zhao
    • 2023: Wenwu Peng, Siqi Gou, Taixiang Lin
    • 2022: Mengtin Lo, Hailiang Liao
    • 2021: Xiao Chen, Yu Guo
  • Undergraduate students
    • 2021: Yuqing Liang, Zhi Liu, Jinghang Wang, Weihuang Wen, Chunbo Huang, Zhida Huang, Tao Yan, Chuming Zhuang, Jiaxing Huang, Yijun Peng
    • 2020: Zhaojian Yu, Liyan Chen, Yu Huang, Bowen Li, Jiahao Bao
    • 2019: Yongjia Lei, Zhongdi Huang, Zifei Xie, Zhenhui Li, Jiajin Hong, Dongyi Xiao, Jiayi Fu
Shuyuan Lin
Shuyuan Lin

Jinan University

TOC