Huijun Xing (邢惠钧)

Room 805, EEE department building

Imperial College London

London, UK, SW7 2AZ

I am a PhD student at Imperial College London, supervised by Professor Danilo Mandic. My research interests include convolutional neural networks, computer vision, large language models, mobile edge computing, signal processing, and image processing. Beyond research, I enjoy badminton, archery, photography, FPS games, and anime — feel free to reach out!

Previously, I received my B.Eng. from the School of Software, Beihang University, and my M.Phil. from The Chinese University of Hong Kong, Shenzhen, supervised by Professor Shuguang Cui.

我是帝国理工学院（Imperial College London）在读博士生，导师为 Danilo Mandic 教授。我的研究方向包括卷积神经网络、计算机视觉、大语言模型、移动边缘计算、信号处理与图像处理。在学术之外，我也热爱生活——欢迎找我聊聊羽毛球、射箭、摄影、FPS 游戏或二次元。

此前，我于香港中文大学（深圳）取得哲学硕士学位，导师为崔曙光教授，并于北京航空航天大学软件学院取得工学学士学位。

news

Feb 01, 2026	Our paper “Demystifying CNNs” has been accepted by IEEE Signal Processing Magazine.
Oct 01, 2025	Our collaboration report with Cubic on short ticketing detection has been published and received wide media coverage.
Mar 01, 2025	Our paper “Achieving Flexible Fairness Metrics in Federated Medical Imaging” has been published in Nature Communications.

selected publications

IEEE SPM

Demystifying CNNs: Role of Domain Knowledge in Enhancing Interpretability and Efficiency

Huijun Xing, Shengxi Li, Xinyi Zhao, and 3 more authors

IEEE Signal Processing Magazine, 2026

Accepted

Bib

@article{xing2026demystifying,
  title = {Demystifying CNNs: Role of Domain Knowledge in Enhancing Interpretability and Efficiency},
  author = {Xing, Huijun and Li, Shengxi and Zhao, Xinyi and Davies, Harry J. and Stankovi\'{c}, Ljubi\v{s}a and Mandic, Danilo P.},
  journal = {IEEE Signal Processing Magazine},
  year = {2026},
  note = {Accepted},
}

Nat. Commun.

Achieving flexible fairness metrics in federated medical imaging

Huijun Xing, Rui Sun, Jinke Ren, and 8 more authors

Nature Communications, 2025

Bib HTML Code Dataset

@article{xing2025achieving,
  title = {Achieving flexible fairness metrics in federated medical imaging},
  author = {Xing, Huijun and Sun, Rui and Ren, Jinke and Wei, Jun and Feng, Chun-Mei and Ding, Xuan and Guo, Zilu and Wang, Yu and Hu, Yudong and Wei, Wei and others},
  journal = {Nature Communications},
  volume = {16},
  number = {1},
  pages = {3342},
  year = {2025},
  publisher = {Nature Publishing Group UK London},
}