于天舒(即将在2021年秋季加入)

助理教授

教育背景

博士(亚利桑那州立大学)

硕士(卡尔加里大学)

学士(沈阳工业大学)

研究领域
机器学习,组合问题优化,图学习和优化,循环神经网络,行列式点过程
个人简介

于天舒博士将在2021年秋季加入香港中文大学(深圳)任助理教授一职。于博士于2012年毕业于沈阳工业大学并取得学士学位。其后前往加拿大卡尔加里大学攻读地理信息工程专业并于2016年获得硕士学位。在此之前,他曾于2012至2014年间任飞利浦医疗算法工程师。于博士将于2021年从利桑那州立大学计算机科学专业毕业并取得博士学位。

于博士主要研究兴趣涵盖多个机器学习和组合问题优化相关领域。他对利用机器学习解决传统组合问题,图学习和优化,以及在深度学习框架内寻求结构扩展特别感兴趣。循环神经网络,行列式点过程也是他开展的研究之一。于博士也是多个顶级会议(例如ICLR 2021, NIPS 2020, CVPR 2019-2021, ICCV 2019, ECCV 2020等)以及期刊(例如IEEE Transactions on Image Processing, IEEE Transactions on Neural Networks and Learning Systems, IEEE Transactions on Circuits and Systems for Video Technology, Pattern Recognition, Pattern Recognition Letters等)的审稿人。

学术著作

1. Tianshu Yu*, Yikang Li*, Baoxin Li. RhyRNN: Rhythmic RNN for Recognizing Events in Long and Complex Videos. ECCV2020 (*equal contribution)

2. Tianshu Yu, Junchi Yan, Baoxin Li. Determinant Regularization for Gradient-Efficient Graph Matching. CVPR2020

3. Tianshu Yu, Runzhong Wang, Junchi Yan, Baoxin Li. Learning Deep Graph Matching via Channel-Independent Embedding and Hungarian Attention. ICLR2020

4. Tianshu Yu, Yikang Li, Baoxin Li. Deep Learning of Determinantal Point Processes via Proper Spectral Sub-gradient. ICLR2020

5. Tianshu Yu, Junchi Yan, Yilin Wang, Wei Liu, Baoxin Li. Generalizing graph matching beyond quadratic assignment model. NeurIPS2018

6. Yikang Li*, Tianshu Yu*, Baoxin Li. Simultaneous event localization and recognition for surveillance video. AVSS2018 (*equal contribution)      

7. Tianshu Yu, Junchi Yan, Wei Liu, Baoxin Li. Incremental multi-graph matching via diversity and randomness based graph clustering. ECCV2018

8. Tianshu Yu, Junchi Yan, Jieyi Zhao, Baoxin Li. Joint cuts and matching of partitions in one graph. CVPR2018

9. Zhiyuan Fang, Shu Kong, Tianshu Yu, Yezhou Yang. Weakly Supervised Attention Learning for Textual Phrases Grounding. CVPR2018 workshop

10. Tianshu Yu, Ruisheng Wang. Enhancing scene parsing by transferring structures via efficient low-rank graph matching. ACM SIGSPATIAL2016

11. Tianshu Yu, Ruisheng Wang. Graph matching with low-rank regularization. WACV2016

12. Tianshu Yu, Ruisheng Wang. Scene parsing using graph matching on street-view data. CVIU 145:70-80, 2016

13. Hong Shao, Shuang Chen, Jieyi Zhao, Wencheng Cui, Tianshu Yu. Face recognition based on subset selection via metric learning on manifold. FITEE 16:1046-1058, 2015

14. Tianshu Yu*, Hong Shao*, Mengjia Xu, Wencheng Cui. Image region duplication detection based on circular window expansion and phase correlation. Forensic Science International 222:71-82, 2012 (*equal contribution)