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Biography
I am doing postdoctoral research in University of Oxford, and working with Prof. Clare Verrill and Prof. Jens Rittscher. Before that, 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 focus on inverse problems, computational imaging, and deep learning. Particularly, I am interested in interpretable and generalizable AI for computer vision and medical image analysis.
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 service as reviewer in Medical Image Analysis, IEEE TMI, and IEEE TNNLS.
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Education/Work
🎓 2023-2024, Postdoc, 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
🏆 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
💎 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