Hui Zhang (张慧)

Hi, I am Hui Zhang, a Lecturer of Hefei University of Technology. I received my Ph.D. from Anhui University in December 2025. From 2024 to 2025, supported by the China Scholarship Council (CSC), I conducted joint Ph.D. training at the School of Information Technology, Deakin University, Australia, and visited the Faculty of Information Technology, Monash University, Australia. My research interests include AI Security, AI4Science, Privacy Protection, and Pattern Recognition.

Over the past five years, I have published more than 10 papers in leading international conferences and journals, including CVPR, ACM MM,TIFS, TDSC, NeurIPS, Information Fusion, and TIM. I serve as a reviewer for IEEE TIP, TIFS, TDSC, and for conferences such as CVPR, AAAI, ACM MM, and ECCV.

I am currently with the Media Computing Laboratory, School of Computer Science and Information Engineering, Hefei University of Technology (led by Prof. Meng Wang and Prof. Richang Hong).

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📢 News!

📄 Conference Papers
Plug-and-Play Identity: Generative Pseudo-Identities for Privacy-Preserving Face Recognition
ACM International Conference on Multimedia (ACM MM), 2026.
Hui Zhang*, Aming Wu, Shujie Cui, Xingbo Dong, Chenchen Tan, Xiao Liu, Frank Jiang, Zhe Jin and Xuejun Li.
paper

Key Words: Privacy-Preserving Face Recognition / Generative Pseudo-Identities / AI Security
Triplet-Bio: A Secure Cloud-Edge Collaborative Biometric Authentication via Two-Factor Secret Sharing
Chinese Conference on Biometric Recognition (CCBR), 2024.
Hui Zhang*, Ying Zhou, Xingbo Dong, Qingguo Meng and Zhe Jin.
paper

Key Words: Biometric Authentication / Cancelable Biometrics / Edge Computing / Secret Sharing
Validating Privacy-Preserving Face Recognition under a Minimum Assumption
Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
Hui Zhang*, Xingbo Dong, YenLung Lai, Ying Zhou, Xiaoyan Zhang, Xingguo Lv, Zhe Jin and Xuejun Li.
paper / codes

Key Words: Biometric Security/ Privacy-Preserving face recognition/ Privacy validation/ Face Reconstruction

📚 Journal Papers
CertainTTA: Estimating uncertainty for test-time adaptation on medical image segmentation
Information Fusion, 2025.
Xingbo Dong, Liwen Wang, Xingguo Lv, Xiaoyan Zhang, Hui Zhang, Bin Pu, Zhan Gao, Iman Yi Liao and Zhe Jin.
paper

Key Words: Test-Time Adaptation / Medical Image Segmentation / Uncertainty Estimation
Privacy-Preserving Biometric Authentication: Cryptanalysis and Countermeasures
IEEE Transactions on Dependable and Secure Computing (TDSC), 2023.
Hui Zhang*, Xuejun Li, Syh-Yuan Tan, Ming Jie Lee and Zhe Jin.
paper

Key Words: Privacy-Preserving Biometric Authentication / Cryptanalysis / PUF
A Complete User Authentication and Key Agreement Scheme Using Cancelable Biometrics and PUF in Multi-Server Environment
IEEE Transactions on Information Forensics and Security (TIFS), 2021.
Hui Zhang*, Weixin Bian, Biao Jie, Deqin Xu and Jun Zhao.
paper

Key Words: Cancelable Biometrics / PUF / Multi-Server Authentication / Key Agreement

✍️ Reviewer

  • IEEE Transactions on Image Processing (TIP)
  • IEEE Transactions on Information Forensics and Security (TIFS)
  • IEEE Transactions on Dependable and Secure Computing (TDSC)
  • IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • AAAI Conference on Artificial Intelligence (AAAI)
  • ACM International Conference on Multimedia (ACM MM)
  • European Conference on Computer Vision (ECCV)

🏆 Selected Honors

  • Ph.D. National Scholarship
  • Scholarship of China Scholarship Council
  • National Encouragement Scholarship
  • Outstanding Graduate Student of Anhui University
  • Silver Medal in the 6th “Internet+” College Students Innovation and Entrepreneurship Competition (Anhui Province); Gold Medal at the University Level
  • Bronze Medal in the CCF China Service Computing Competition
  • Excellent Master’s Thesis Award of the Anhui Computer Society

🎓 Education
Anhui university (AHU), China

Sep. 2022 - Dec. 2025: PhD of AI.

Supervisors: Prof. ZHE JIN, Prof. LI XUEJUN

research in : biometric security, privacy-preserving face recognition, medical image, edge computing
Deakin University, Australia

2024 - 2025: CSC‑funded joint‑PhD programme, School of Information Technology.

Monash University, Australia

2024 - 2025: Visiting scholar, Faculty of Information Technology.


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