Yueming Jin

Assistant Professor

Department of Biomedical Engineering
Department of Electrical and Computer Engineering
National University of Singapore (NUS)

Office: Block E7, #05-01H, NUS, Singapore 119276
Email: ymjin AT nus.edu.sg


Biography

I am an Assistant Professor at Department of Biomedical Engineering and Department of Electrical and Computer Engineering at National University of Singapore. Before joining NUS, I was a senior research fellow at the Department of Computer Science, University College London, working with Prof. Danail Stoyanov. I received my Ph.D. degree in the Department of Computer Science and Engineering, The Chinese University of Hong Kong, advised by Prof. Pheng-Ann Heng and Prof. Chi-Wing Fu.

My research interests include artificial intelligence and its applications on medical image computing, robotic surgical data science. I recently work on spatial-temporal representation learning, data efficient learning, and multi-modality learning.

*Opening!* I am looking for PhD(2024Spring&Fall)/Postdoc/RA/Interns, who are interested in machine learning, medical image analysis, surgical 2D/3D vision, surgical robotic intelligence. Students with strong self-motivation and publication record are preferred. Welcome to email me after reading the details.

If you are an NUS student interested in doing research with me, also feel free to drop me an email!

News

Selected Publications [Find full list at Google Scholar]

* indicates equal contribution; † indicates corresponding authorship.

Selected Awards

1st Prize of Best Paper Award of IJCARS-MICCAI 2021
Best Paper Award in Medical Robotics at ICRA 2021
NIH Awards at MICCAI 2020
MedIA-MICCAI'17 Best Paper Award, 2017
Champion, SimSurgSkill Challenge on Objective Surgical Skills Assessment (MICCAI 2021)
Champion, ROBUST-MIS Challenge on Multi-instance Segmentation (MICCAI 2019)
Champion, EndoVis Surgical Workflow Challenge on Phase Segmentation (MICCAI 2019)
Champion, Surgical Workflow Challenge (MICCAI M2CAI 2016)
Teaching Assistant of Merit, 2016
Hong Kong PhD Fellowship, 2015-2019

Team

Current Students:
Qian Li (B.E., Ph.D., HIT)(Research Fellow)
Haofeng Liu (M.S. SUSTech)(PhD Student, 2024 Spring)
Shuojue Yang (M.S. JHU)(PhD Student, 2024 Spring)
Junde Wu (M.S. HIT)(Research Assistant)
Xiaoming Qi (Ph.D. SEU)(Visiting PhD Student, 2023-)
Shi Yin (Ph.D. CSU)(Visiting PhD Student, 2023-)
Mingxuan Hong (B.E. CUHK)(MEng Student, 2023-)
Yunpeng Zhao (B.E. Beihang)(MEng Student, 2023-)
Zheng Fang (B.E. ZJU-UIUC)(MEng Student, 2023-)
Zhang Jiaan (B.E. ZJU)(3+1+1 Program, 2023-)

Previous Mentees:
Dimitrios Anastasiou (Ph.D. UCL)
Zixu Zhao (2022 Ph.D. CUHK), Current: Amazon
Xueying Shi (2021 Ph.D. CUHK), Current: Huawei

Professional Services

  • Conference Services:
    * Area Chair of MICCAI 2023, 2024, IPCAI 2023
    * Publicity Co-Chair of IEEE-RAS RoboSoft 2023
    * Session Chair of ICRA 2021
    * Organization Committee:
    ICLR Workshop on Trustworthy Machine Learning in Healthcare, 2023
    MICCAI Workshop on Cancer Prevention through early detecTion, 2022, 2023
    MICCAI Challenge on 3D Reconstruction During Colonoscopy, 2022
    MICCAI Challenge on Pre-operative to Intra-operative Laparoscopy Fusion, 2022
    * Regular Conference reviewer:
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
    IEEE International Conference on Computer Vision (ICCV)
    European Conference on Computer Vision (ECCV)
    IEEE International Conference on Robotics and Automation (ICRA)
    IEEE International Conference on Intelligent Robots and Systems (IROS)
    Association for the Advancement of Artificial Intelligence (AAAI)
    Medical Image Computing and Computer Assisted Intervention (MICCAI)
    ACM International Conference on Multimedia (ACM MM)

  • Regular Journal Reviewer:
    Medical Image Analysis (MedIA)
    IEEE Transactions on Medical Imaging (TMI)
    Nature Communications Medicine
    IEEE Journal of Biomedical and Health Informatics (JBHI)
    IEEE Robotics and Automation Letters (RA-L)
    Medical Physics
    Neurocomputing
    International Journal of Surgery
    International Journal of Computer Assisted Radiology and Surgery (IJCARS)
    Computer Methods and Programs in Biomedicine (CMPB)

  • Selected Talks

  • Towards AI-powered Robotic Surgical Vision.
    Woman in Medical Image Understanding and Analysis, University of Cambridge, UK, Jul. 2022.
  • Towards AI-powered Robotic Surgical Vision.
    IUPESM World Congress, Singapore, Jun. 2022.
  • Dynamic Surgical Video Analysis for Intelligent Robotic Surgery.
    CMIC Seminar at University College London (UCL), Sep. 2021.
  • Dynamic Surgical Video Analysis for Intelligent Robotic Surgery.
    The Hong Kong Polytechnic University (PolyU), Nov. 2020.
  • Towards Intelligent Surgery: Dynamic Surgical Visual Perception with Deep Learning.
    Theme-based Research Scheme Symposium on Image-guided Robotic Surgery, CUHK, Nov. 2019.
  • Towards Intelligent Surgery: Dynamic Surgical Video Analysis with Deep Learning.
    The 5th World Chinese Microbial Ecology and Intelligent Endoscopy Summit, Xiamen, Nov. 2019.
  • Teaching

    2023-2024SpringEE2211 Introduction to Machine Learning
    2023-2024FallBN5211 Medical Robotics
    2015-2016FallESTR1934 Digital Logic and Systems
    2015-2016SpringCSCI1930 Data Structures
    2016-2017FallCSCI3260 Principles of Computer Graphics
    2016-2017SpringCSCI1930 Data Structures
    2017-2018FallCSCI3260 Principles of Computer Graphics


    © Yueming Jin | Last updated: Dec 2022