报告人：张煜东
报告题目：医学影像大数据分析(Big Data for Medical Image Analysis)
报告时间：2023年10月10日14:00
报告地点：X立德楼326
报告摘要：The field of medical image analysis has witnessed remarkable advancements in recent years, largely attributed to the incredible potential of big data theories and techniques. This talk aims to provide an overview of our group’s advancements of big data and artificial intelligence in medical image analysis. The talk will begin with an introduction to deep learning and its vital networks, such as convolutional neural network, advanced pooling networks, graph convolutional networks, attention neural networks, weakly supervised networks, vision transformers, etc. We will explore how these neural networks can be tailored and applied to various medical imaging modalities, including magnetic resonance imaging, computed tomography, and histopathology slides. Furthermore, we will discuss the challenges faced in big data, such as limited labelled data, class imbalance, and interpretability, and delve into the theories and techniques employed to mitigate these issues.
报告人简介：Prof. Yudong Zhang serves as a Chair Professor at the School of Computing and Mathematical Sciences, University of Leicester, UK. He is the Fellow of IET, Fellow of EAI, and Fellow of BCS. He was included in Most Cited Chinese Researchers (Computer Science) by Elsevier from 2014 to 2018. He was 2019, 2021 & 2022 recipient of Clarivate Highly Cited Researcher. He is included in World’s Top 2% Scientist by Stanford University from 2020 to 2022. He won Information Fusion 2022 Best Paper Award, etc. He has (co)authored over 400 peer-reviewed articles in the journals: Ann Oncol, JACC, JAMA Psychiatry, IJIM, Inf Fus, IEEE TFS, IEEE TII, IEEE TIP, IEEE TMI, etc. There are more than 60 ESI Highly Cited Papers and 5 ESI Hot Papers in his (co)authored publications. His citation reached 28474 in Google Scholar (h-index 94). He is the editor of Neural Networks, IEEE TITS, IEEE TCSVT, etc. He has conducted many successful industrial projects and academic grants from NIH, Royal Society, GCRF, EPSRC, MRC, BBSRC, Hope, British Council, Fight for Sight, and NSFC. He has given over 120 invited talks at international conferences, universities, and companies. He has served as (Co-)Chair for more than 60 international conferences and workshops (including more than 20 IEEE or ACM conferences).
