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jjdengjj committed Feb 17, 2024
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<p><b><font size="4">Selected Publications</font></b></p>
<p style="margin-left: 24px; width: 620px;"><font style="font-size: 11pt;">For the most recent works, the pre-print can be found on <a href="http://arxiv.org/a/deng_j_1" target="_blank">arXiv</a>, the code are hosted on <a href="https://github.com/Rand2AI" target="_blank">GitHub</a>.</font></p>

<p style="margin-left: 36px; width: 620px;"><font style="font-size: 10pt;"><b>Machine Learning</b> - Vulnerability of Deep Neural Networks</font></p>
<ul style="width: 600px;">
<li><p align="justify"><font size="2"><img height="15px" border="0" src="./img/newz.gif" style="margin-left: 0px; margin-right:7px;">📑 Xie X., Hu C., Ren H. and Deng J. <i>A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective</i>, Neurocomputing, 2024. [ <a href="https://doi.org/10.1016/j.neucom.2023.127225" target="_blank">Elsevier</a> | <a href="https://arxiv.org/abs/2311.16065" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/Awesome-Vulnerability-of-Federated-Learning" target="_blank">Github-Page</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Xie X., Hu C., Ren H. and Deng J. <i>A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective</i>, Neurocomputing, 2024. [ <a href="https://doi.org/10.1016/j.neucom.2023.127225" target="_blank">Elsevier</a> | <a href="https://arxiv.org/abs/2311.16065" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/Awesome-Vulnerability-of-Federated-Learning" target="_blank">Github-Page</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Ren H., Deng J., Xie X., Ma X. and Ma J., <i>Gradient Leakage Defense with Key-Lock Module for Federated Learning</i>, arXiv:2305.04095, 2023. [ <a href="https://arxiv.org/abs/2305.04095" target="_blank">Pre-Print</a> | <a href="https://github.com/Rand2AI/FedKL" target="_blank">Code-PyTorch</a> ]</font></p></li>
</ul>
<details style="margin-left: 0px; margin-top: -12px; width: 690px;">
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<p style="margin-left: 36px; margin-top: 24px; width: 620px;"><font style="font-size: 10pt;"><b>Computer Vision</b> - Object Detection & Image Segmentation</font></p>
<ul style="width: 600px;">
<li><p align="justify"><font size="2"><img height="15px" border="0" src="./img/newz.gif" style="margin-left: 0px; margin-right:7px;">📑 Li Y., Ren H., Deng J., Ma X. and Xie X., <i>CenterSAM: Fully Automatic Prompt for Dense Nucleus Segmentation</i>, IEEE International Symposium on Biomedical Imaging (ISBI), 2024. [ <a href="#" target="_blank">IEEE</a> | <a href="https://github.com/Rand2AI/CenterSAM" target="_blank">Code-PyTorch</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Li Y., Ren H., Deng J., Ma X. and Xie X., <i>CenterSAM: Fully Automatic Prompt for Dense Nucleus Segmentation</i>, IEEE International Symposium on Biomedical Imaging (ISBI), 2024. [ <a href="#" target="_blank">IEEE</a> | <a href="https://github.com/Rand2AI/CenterSAM" target="_blank">Code-PyTorch</a> ]</font></p></li>
<li><p align="justify"><font size="2">📑 Deng J. and Xie X., <i>3D Interactive Segmentation with Semi-Implicit Representation and Active Learning</i>, IEEE Transactions on Image Processing (TIP), 2021. [ <a href="https://ieeexplore.ieee.org/document/9611087" target="_blank">IEEE</a> | <a href="./src/NU-IBS.Code.zip" target="_blank">Code-Xcode</a> ]</font></p></li>
</ul>
<details style="margin-left: 0px; margin-top: -12px; width: 690px;">
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<p><b><font size="4">Grants and Projects</font></b></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">My works have been funded by the following research councils and industry partners in various ways. I am grateful for the supports.</font></p>

<ul style="width: 600px;">
<!--<li><p align="justify"><font size="2"><img height="15px" border="0" src="./img/newz.gif" style="margin-left: 0px; margin-right:7px;">2024, EPSRC (EP/Y028813/1), National Edge AI Hub for Real Data: Edge Intelligence for Cyber-Disturbances and Data Quality, £12M fEC in total Led by Newcastle (Durham, Co-I)</font></p></li>-->
<li><p align="justify"><font size="2">2022, Intel®, FPGA Academic Program Award, 2x PAC D5005 (Swansea, PI)</font></p></li>
<li><p align="justify"><font size="2">2021, Higher Education Funding Council for Wales (HEFCW), Capital Funds, £35K (Swansea, Internal Sub-Project, Co-I)</font></p></li>
<li><p align="justify"><font size="2">2018, NVIDIA®, Academic Hardware Grant Program Award, 1x Quadro P6000 (Swansea, PI)</font></p></li>
<li><p align="justify"><img height="15px" border="0" src="./img/newz.gif" style="margin-left: 0px; margin-right:7px;"><font size="2">2024-2029, EPSRC (EP/Y028813/1), <a href="https://edgeaihub.co.uk/" target="_blank">National Edge AI Hub for Real Data: Edge Intelligence for Cyber-Disturbances and Data Quality</a>, £15M - fEC (incl. contributions from industry partners) Led by Newcastle (Durham, Co-I). [ <a href="https://gtr.ukri.org/" target="_blank">UKRI</a> | <a href="https://www.ukri.org/news/100m-boost-in-ai-research-will-propel-transformative-innovations/" target="_blank">Media</a> ]</font></p></li>
<li><p align="justify"><font size="2">2022, Intel®, FPGA Academic Program Award, 2x PAC D5005 (Swansea, PI).</font></p></li>
<li><p align="justify"><font size="2">2021, Higher Education Funding Council for Wales (HEFCW), Capital Funds, £35K (Swansea, Internal Sub-Project, Co-I).</font></p></li>
<li><p align="justify"><font size="2">2018, NVIDIA®, Academic Hardware Grant Program Award, 1x Quadro P6000 (Swansea, PI).</font></p></li>
</ul>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="20px" border="0" src="./img/open.png" style="margin-top: 0px; margin-right:3px;">Our team support open-source and open-science initiatives in a greatest possible manner under the permission of ethics, privacy, confidentiality and commercial agreements. We are expecting the potential collaborators are also in favor of the openness .</font></p>
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<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;">I am a Fellow of the Higher Education Academy (FHEA). I was the assessment officer of CS department at Swansea University in 2018-2022, where I led the assessment team during the COVID and faculty restructure periods in 2019-2022.</font></p>

<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Office Hour: Wednesday 4pm-5pm (During Term Time).</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Office Hour: Wednesday 4pm-6pm (During Term Time).</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Email Response: I will try my best to get back to you ASAP, but it does not guarantee it can meet your expectation. A gentle reminder is always welcome. (A) For module related queries, I will answer them <u>in a batch manner on Monday & Wednesday & Friday</u>. (B) For any other urgent queries, I will answer them on a daily basis given that I have time to do so.</font></p>
<p style="margin-left: 24px; width: 620px;" align="justify"><font style="font-size: 11pt;"><img height="12px" border="0" src="./img/info.png" style="margin-left: 0px; margin-right:3px;">Academic Reference: For University UG/PGT students, please note that I am NOT able to provide you academic references <u>UNLESS (A) you are working directly with me (primary supervisor) on your dissertation projects for at least 3-months in the last 18-months, OR (B) you currently are my academic advisee</u>. You should ALWAYS ask permission to pass my contact to your employer or University admission office for every reference. <u>Any unauthorised reference request will be ignored</u>. Please be mindful of how many references you are requesting.</font></p>
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