Jingjing Deng 邓晶晶
Assistant Professor (Lecturer), PhD, FHEA
I am an Assistant Professor in the Computer Science Department at Swansea University, UK. My research interests are generally in computational intelligence and its applications to biomedical science. In recent years, I have been working on machine learning and medical image analysis.
University G-Scholar DBLP ORCID arXiv GitHub
For the most recent works, the pre-print can be found on arXiv, the code are hosted on GitHub.
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]
Research Students & Visiting Scholars
I am very fortunate to work with the following colleagues and students.
2021, Ph.D Student, Mr. Yiming Li (Swansea University)
2020, Ph.D Student, Ms. Yi Hu (Swansea University)
2019, Ph.D Student, Mr. Hanchi Ren (Swansea University, Co- with Prof. Xianghua Xie), partially funded by Engineering and Physical Sciences Research Council (EPSRC)
2019, Visiting Scholars, Dr. Di Lu, XiDian University, funded by National Natural Science Foundation of China (NSFC)
2018, Visiting Scholars, Dr. Liumei Zhang (Co- with Prof. Xianghua Xie), Xi'an Shiyou University, funded by China Scholarship Council (CSC)
2018, M.Res Student, Ms. Katarzyna Szymaniak, Awarded by Swansea University in Oct 2019 (Ph.D Student, University of Edinburgh)
For prospective students who are interested in reading a Ph.D with me on medical image analysis and artificial intelligence, please email me with your CV and research statement. I am expecting you have a solid background in applied or pure mathematics or related subjects, (i.e. physics, CS, EEE), professional programming skills, a deep sense of curiosity, and persistence. A recommendation letter directly from your current supervisor is essential. If there is no explicit evidence to demonstrate your research skills (i.e. publications on recognisable venues, open-source project experience), another recommendation letter from an academic referee is also required. In addition, you need to meet the entry requirements set by the University.
国家公派出国留学项目: For Chinese students, I am more than happy to support your CSC applications. More information can be found here or there. The scholarship will cover the full cost of tuition fees, annual allowance etc. to successful Chinese national candidates.
Grants and Projects
My works have been funded by the following research councils and industry partners in various ways. I am grateful for the supports.
2022, Intel® FPGA Academic Program, 2x PAC D5005 (Swansea)
2021, The Higher Education Funding Council for Wales (HEFCW) Capital Funds, £35K (Swansea, Internal Sub-Project, Co-I)
2018, NVIDIA® Academic Hardware Grant Program, 1x Quadro P6000 (Swansea)
Our team support open-source and open-science initiative in a greatest possible manner under the permission of ethics, privacy, confidentiality and commercial agreements. We are expecting the collaborators are in favor of openness initiative.
Professional Activities and Awards
Website Chair of British Machine Vision Conference (BMVC) 2015.
Local-Organiser of Medical Image Understanding and Analysis (MIUA) 2012.
Grant Reviewer: UKRI, NIHR, Rosetrees Trust etc.
Journal Reviewer: TPAMI, IJCV, TIP, TNNLS, TKDE, TETCI, PR, TIST, NN, JBHI, COGN, IET-CV, etc.
Editorial Board: Frontiers in Robotics and AI (2022-).
Conference PCM: BMVC 2017-22, CVPR 2019-22, ICCV/ECCV 2019-22, CGVC 2019-22, etc.
Teaching and Mentoring
I am a Fellow of the Higher Education Academy (FHEA). I led the assessment office of CS department at Swansea University between 2019 to 2022. I am teaching or had taught the following modules:
COMP42415: Text Mining and Language Analytics (Support), Durham University, 2023-
CSCM35: Big Data and Data Mining (Lead), Swansea University, 2018-2022
CSCM38: Artificial Intelligence and Cyber Security (Lead), Swansea University, 2018-2022
CS-150: Concepts of Computer Science (Support), Swansea University, 2018-2020
Office Hour: Friday 2pm-4pm (Book an appointment via Calendly).
Email Response: I will try my best to respond you ASAP. However, due to post-COVID working style (i.e. flexbile & remote, lengthy email conversation etc.), it does not guarantee my response can meet your expectation. A gentle reminder is always welcome. (A) For module related queries, I will answer them in a batch manner on Tuesday & Friday. (B) For any other urgent queries, I will answer them on a daily basis given that I have time.
Academic Reference: For University students, please note that I am NOT able to provide you academic references UNLESS you are working with me on your dissertation projects. You should ALWAYS ask permission to pass my contact to your employer or University admission office for every reference. Please be mindful of how many references you are requesting.
Last update: August 2022