Zi LI

scholar | openreview | twitter | github

Algorithm Engineer, Medical AI Lab
Alibaba DAMO Academy, Hangzhou

Email: alisonbrielee at gmail dot com

Biography

I am a researcher at Alibaba DAMO Academy, supervised by Dr. Le Lu. Before that, I received the B.E. and M.S.E degrees in software engineering at Dalian University of Technology (DLUT), China, in 2019 and 2022. My research interests are in medical image registration, medical image analysis and machine learning.

News

• [10/2023] Our method ranks 1^st place in the MICCAI 2023 Learn2Reg Challenge: ThoraxCBCT.

Selected Publications

• Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration
  Tony C. W. Mok*, Zi Li*, Yunhao Bai, Jianpeng Zhang, Wei Liu, Yan-Jie Zhou, Ke Yan, Dakai Jin, Yu Shi, Xiaoli Yin, Le Lu, Ling Zhang (* Equal contribution)
  Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, (CVPR), 2024.
  [arXiv]

• SAMConvex: Fast Discrete Optimization for CT Registration using Self-supervised Anatomical Embedding and Correlation Pyramid
  Zi Li*, Lin Tian*, Tony C. W. Mok, Xiaoyu Bai, Puyang Wang, Jia Ge, Jingren Zhou, Le Lu, Xianghua Ye, Ke Yan, Dakai Jin (* Equal contribution)
  Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023.
  [arXiv] [code]

• Automated learning for deformable medical image registration by jointly optimizing network architectures and objective functions
  Xin Fan*, Zi Li*, Ziyang Li, Xiaolin Wang, Risheng Liu, Zhongxuan Luo, Hao Huang (* Equal contribution)
  IEEE Transactions on Image Processing (TIP), 2023.
  [arXiv] [code]

• Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond
  Risheng Liu, Zi Li, Xin Fan, Chenying Zhao, Hao Huang, Zhongxuan Luo
  IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021.
  [arXiv] [code]

Selected Awards

• MICCAI 2021 Student Participation Award

• Excellent Master Dissertation Award of Liaoning Province in 2022. [Slide-CN] [Slide-EN]

• National Scholarship

• DLUT Academic Star

Activities as Reviewer