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Biography
I am doing postdoctoral research in University of Cambridge, and working with Dr Mireia Crispin and Prof James Brenton. Before that, I was doing postdoctoral research in University of Oxford, and working with Prof. Clare Verrill and Prof. Jens Rittscher. I got PhD in statistics from Fudan University under the supervision of Prof. Xiahai Zhuang, MSc in applied mathematics from Wuhan University under the superevision of Prof. Qibin Fan, and BSc in mathematics and applied mathematics from Northwestern Polytechnical University under the supervision of Prof. Pengcheng Niu. I got the Elsevier-MedIA 1st Prize & Medical Image Analysis MICCAI Best Paper Award in 2023. I am serving as the president of MICCAI SIG-xMedIA.
I focus on inverse problems, computational imaging, Bayesian deep learning, and multi-omic data analysis. Particularly, I am interested in explainable and generalizable AI for computer vision, medical image analysis, and cancer research.
My PhD thesis is "Deep Image Decomposition and Reconstruction". This dissertation chronicles deep learning-based mathematical and statistical frameworks for solving inverse problems in photography and medical imaging as well as their applications in natural image super-resolution and medical image segmentation.
My MSc thesis is "Regularization-Based Approaches for Tensor Completion". This dissertation chronicles regularization approaches for solving inverse problems in tensor completion as well as their applications in color images, color videos, and magnetic resonance images.
I contribute to the peer review for Cancer Discovery (IF: 30.6), Nature Communications (IF: 14.7), Medical Image Analysis (IF: 10.7), IEEE TMI (IF: 10.6), IEEE TNNLS (IF: 10.2), Neural Networks, ICCV, ECCV, and MICCAI.
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Education/Work
🎓 2024-Now, Research Associate, Department of Oncology, University of Cambridge, UK
🎓 2023-2024, Research Assistant, Nuffield Department of Surgical Sciences, University of Oxford, UK
🎓 2018-2022, PhD, School of Data Science, Fudan University, China
🎓 2015-2018, MSc, School of Mathematica and Statistics, Wuhan University, China
🎓 2011-2015, BSc, Department of Mathematics, Northwestern Polytechnical University, China
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Award/Honour
🥈 2024, Shanghai Natural Science Award (2nd Prize), Shanghai Science and Technology Awards
🏆 2023, MedIA Best Paper Award, MICCAI
🏆 2022, Excellent Graduate Award (上海市优秀毕业生), Shanghai Higher Education Department
🏆 2022, Student Travel Award, MICCAI
🏆 2021, National Graduate Scholarship (博士研究生国家奖学金), Fudan University
🏆 2017, National Graduate Scholarship (硕士研究生国家奖学金), Wuhan University
🥇 2014, Meritorious Winner of MCM (数模一等奖), SIAM
🥈 2013, Honorable Mention of MCM (数模二等奖), CSIAM
🏆 2012, National Endeavor Scholarship (BSc), Northwestern Polytechnical University
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Teaching/Presentation
📖 2020, Guest lecturer, Image Processing and Analysis, Homerton College, University of Cambridge
💎 2024, Flash Talk, Robust Cancer Early Detection Systems under Distribution Shifts and Uncertainty Workshop, University of Cambridge
💎 2023, Invited Talk, The 1st Youth Academic Forum on Intelligent Imaging, Chinese Society of Stereology
💎 2022, Poster Presentation, The 25th International Conference on Medical Image Computing and Computer Assisted Intervention, Resorts World Convention Centre Singapore.
💎 2022, Invited Talk, The 1075th Academic Seminar on Biomedical and Health Engineering, Shenzhen Institution of Advanced Technology Chinese Academy of Sciences
💎 2021, Invited Talk, Applied Math Ph.D. Seminar, School of Mathematics, Fudan University
📖 2020, Guest lecturer, Medical Image Analysis, Fudan University
📖 2019, Teaching Assistant, Data Visualization, Fudan University
📖 2018, Teaching Assistant, Sparse Statistics, Fudan University