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I am looking for research students who are interested in the following topics. Unfortunately, these projects so far are not funded by any sponsor. I personally hesitate to advertise self-funded project, nevertheless, a number of open scholarships are available for potential candidates. I am more than happy to support qualified candidates' applications, however, these scholarships are highly competitive. Therefore, I strongly recommend you considering the financial and mental commitments towards this challenging but exciting jounery. Potential candidate might use FindAPhD for hunting funded positions.
+I am looking for research students who are interested in the following topics. Unfortunately, these projects so far are not funded by any sponsor. Nevertheless, a number of open scholarships are available for potential candidates. I am more than happy to support qualified candidates' applications, however, these scholarships are highly competitive.
⇝ Visual Computing in 𓂀 Imaging & Synthesis for BioMedical Sensing (CS/EE/Comm./Med.)
⚛ Structure Capacity & ⨋ Learning Dynamics of Modern Neural Networks (Maths/Physics/Stat.)
Physical Imaging & Neural Synthesis (CS/EE/Comm.)
Vision & Language Driven Robotics (CS/EE/Comm.)
Theory for Modern Neural Networks (Maths/Physics/Stat.)
Selected Publications
For the most recent works, the pre-print can be found on arXiv, the code are hosted on GitHub.
📑 Xie X., Hu C., Ren H. and Deng J. A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective, arXiv:2311.16065, 2023. [ Pre-Print | Github-Page ]
📑 Ren H., Deng J., Xie X., Ma X. and Ma J., Gradient Leakage Defense with Key-Lock Module for Federated Learning, arXiv:2305.04095, 2023. [ Pre-Print | Code-PyTorch ]
📑 Ren H., Deng J. and Xie X., GRNN: Generative Regression Neural Network - A Data Leakage Attack for Federated Learning, ACM Transactions on Intelligent Systems and Technology (TIST), 2022. [ ACM | Pre-Print | Code-PyTorch | Patent (WO2022223629A1, Pending) ]
📑 Deng J. and Xie X., 3D Interactive Segmentation with Semi-Implicit Representation and Active Learning, IEEE Transactions on Image Processing (TIP), 2021. [ IEEE | Code-Xcode ]
Professional Activities and Awards
Publication Chair of International Conference on AI in Healthcare (ALiH) 2024.
Technical Program Co-Chair of International Conference on AI-generated Content (AIGC) 2023.
Journal Reviewer: TPAMI, IJCV, TIP, TNNLS, TKDE, TMM, TETCI, PR, TIST, TVT, NN, JBHI, COGN, IET-CV, etc.
Conference Reviewer: BMVC 2017-23, CVPR 2019-23, ICCV/ECCV 2019-23, etc.
+Conference Reviewer: BMVC 2017-23, CVPR 2019-24, ICCV/ECCV 2019-24, etc.
COMP52715: Deep Learning for Computer Vision and Robotics (Module Lead), Durham University, 2023-
COMP2271: Data Science - Graphics Part (Sub-Module Lecturer), Durham University, 2023-
+COMP2271: Data Science - Computer Graphics (Sub-Module Lecturer), Durham University, 2023-
COMP42415: Text Mining and Language Analytics (Support Practical), Durham University, 2022-23