portrait

About Me

Hi, I am Yinghuan. I received my B.Sc. and Ph.D. degree both in Computer Science at Nanjing University in 2007 and 2013, respectively. Currently, I am a Professor in the Department of Computer Science and Technology at Nanjing University, and a member of the National Key Laboratory for Novel Software Technology. Also, I am a member of the Reasoning and Learning Research Group, led by Prof. Yang Gao.

In 2011-2012, I visited the IDEA Lab of the University of North Carolina at Chapel Hill (UNC) under the support from the China Scholarship Council (CSC), and worked with Prof. Dinggang Shen. In 2016, I returned to the IDEA Lab for a three months visiting. Also, I spent two months in 2014 as a Visiting Scholar at the Data Science Lab of the University of Technology, Sydney (UTS), working with Prof. Longbing Cao.

Currently, our interests lie broadly in machine learning, pattern recognition, computer vision, and medical image analysis.

Specifically, we have been focusing on developing theories, models, and methods for semi-supervised learning, weakly-supervised learning, domain adaptation, and domain generalization. Our goal is to create efficient and effective solutions to these challenges. We have also been developing machine learning-based tools to help address data analysis problems in medical imaging and clinical data. We hope that these tools can contribute towards building real-world systems for use in clinical scenarios.

Chinese Version (中文简介)

News

  • 课题组2027年招收2位博士研究生与2位硕士研究生（研究方向为机器学习与人工智能应用，包括模型泛化性、数据高效学习与持续学习、脑机解码与医疗影像分析、化学/材料科学智能）。欢迎有意申请的同学通过邮件提交材料，包括个人简历、成绩单和简要的研究计划说明。邮件中请注明报考类型（博士/硕士），并务必同时抄送给课题组曹路洋同学（caoluyang@smail.nju.edu.cn）。

  • [May, 2026] Three papers have been accepted by ICML 2026. Congratulations to Qinghe and Yayuan.

  • [May, 2026] 史颖欢入选2026年度全国脑机接口十大杰出青年科学家奖. （Yinghuan Shi was awarded as Outstanding Young Scientist Award for Brain-Computer Interface in China）.

  • [Apr, 2026] One paper was accepted by IEEE TPAMI. Congratulations to Ze.

  • [Apr, 2026] One paper was accepted by Chinese Medical Jounrnal (CMJ). Congratulations to Shumeng.

  • [Mar, 2026] Three papers have been accepted by CVPR 2026. Congratulations to Shumeng and Zhan.

  • [Jan, 2026] One paper was accepted by International Journal of Computer Vision (IJCV). Congratulations to Zekun.

  • [Dec, 2025] Zhan’s paper was accepted by AAAI 2026 and selected as oral.

  • [Sept, 2025] 祝贺姝萌入选首届蚂蚁Intech博士生奖学金（2025年仅10位获奖者），丽鹤入选首届蚂蚁Intech博士生奖学金Future. (Congratulations to Shumeng on being selected for Ant Intech PhD Scholarship. Congratulations to Lihe on being selected for Ant Intech PhD Scholarship Future.)

  • [Sept, 2025] One paper about multi-model learning for bimetallic materials has been accepted by Chemical Science. Congratulations to Maochen.

  • [Sept, 2025] One paper has been accepted by TIP 2025. Congratulations to Yue.

  • [Aug, 2025] 祝贺桂冠毕业论文入选2025年度WILLIAMHILL在线体育投注优秀硕士论文. (Guan was awarded by a Excellent Master Thesis of Nanjing University).

  • [Aug, 2025] 课题组牵头获批国家自然科学基金重点项目. (Granted by NSFC Key Project).

  • [Aug, 2025] 张剑博士获批国家自然科学基金青年科学基金项目. (Jian has been granted by NSFC Young Scientists Fund).

  • [Aug, 2025] 张剑博士获批江苏省自然科学基金青年项目. (Jian has been granted by JSNSF Young Scientists Fund).

  • [Aug, 2025] 课题组牵头获批江苏省前沿技术研发计划项目. (Granted by Jiangsu Frontier Technology R&D Project).

  • [July, 2025] One paper has been accepted by TMI 2025. Congratulations to Shumeng.

  • [July, 2025] 祝贺段岳入选2025年度中国电子学会—腾讯博士生科研激励计划（混元大模型专项）.

  • [July, 2025] One paper has been accepted by ACM MM 2025. Congratulations to Luyang.

  • [July, 2025] One paper has been accepted by Pattern Recognition 2025. Congratulations to Ruofan.

  • [Jun, 2025] Two papers have been accepted by ICCV 2025. Congratulations to Yue and Haoran.

  • [Jun, 2025] Two papers have been accepted by MICCAI 2025. Congratulations to Ruofan and Shumeng.

  • [Jun, 2025] 祝贺段岳入选2025年度腾讯犀牛鸟精英人才计划.

  • [Jun, 2025] 祝贺雅元与鼓楼医院毕艳经理团队合作的工作被医学期刊 Military Medical Research（SCI一区，影响因子22.9）录用.

  • [May, 2025] One paper has been accepted by TMI 2025. Congratulations to Qinghe.

  • [May, 2025] One paper has been accepted by TIP 2025. Congratulations to Luyang.

  • [Apr, 2025] Two papers have been accepted by TMI 2025. Congratulations to You and Zihan.

  • [Mar, 2025] Two papers have been accepted by TMI 2025. Congratulations to Shumeng and Haoran.

  • [Feb, 2025] We have 3 papers accepted by CVPR 2025. Congratulations to Maochen, Xiran, Qinghe and all the collaborators.

  • [Jan, 2025] One paper has been accepted by ICLR 2025. Congratulations to Ze.

  • [Jan, 2025] 祝贺金涛入选首届中国科协青年人才托举工程博士生专项（托举学会：中国人工智能学会）.

  • [Dec, 2024] 祝贺段岳获批国家自然科学基金青年员工基础研究项目（博士研究生）.

  • [Dec, 2024] 祝贺段岳获批2024年度WILLIAMHILL在线体育投注研究生栋梁奖学金特等奖.

  • [Dec, 2024] 祝贺课题组2位同学入选2024年度WILLIAMHILL在线体育投注优秀研究生标兵，5位同学入选优秀研究生.

  • [Dec, 2024] One paper has been accepted by AAAI 2025. Congratulations to Yayuan.

  • [Sept, 2024] 史颖欢获得第四届公司教师教学竞赛优秀奖.

  • [Sept, 2024] One paper has been accepted by NeurIPS 2024. Congratulations to Jintao.

  • [Sept, 2024] 祝贺泰财获得2024年度WILLIAMHILL在线体育投注小米特等奖学金.

  • [Sept, 2024] 祝贺泽昆获得2024年博士研究生创新引领计划-创优项目.

  • [Sept, 2024] One paper has been accepted by TIP. Congratulations to Jintao.

  • [July, 2024] Two papers have been accepted by ECCV 2024. Congratulations to Jiajun and Muyang.

  • [Jun, 2024] 祝贺桂冠、王娜获得2024年度WILLIAMHILL在线体育投注计算机科学与技术系优秀硕士论文奖(提名奖). (Congratulations to Gui Guan and Wang Na for Excellent Master Thesis (Nominee) of Department of Computer Science and Technology of Nanjing University.)

  • [May, 2024] 史颖欢获得2024年度WILLIAMHILL在线体育投注青年五四奖章.

  • [Apr, 2024] Two papers about Domain Generalization and Semi-Supervised Medical Image Segmentation have been accepted by TKDE and CVPR 2024. Congratulations to Jian and Qinghe.

  • [Feb, 2024] One paper has been accepted by TKDE. Congratulations to Zekun.

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