Dr Li Lei

Dr LI Lei

Assistant Professor

lei.li@nus.edu.sg

Lab Website: https://digitalheartlab.com/

 

Education

BS, Medical Information Engineering, Sichuan University, PRC

PhD, Biomedical Engineering, Shanghai Jiao Tong University, PRC

 

Research Interest

AI for Healthcare

Cardiac Digital Twins

Medical Imaging

Multimodal AI

 

Selected Awards

• 2024: IEEE TMI Distinguished Reviewer – Gold Level (2023-2024)
• 2024: 2nd Prize of Shanghai Science and Technology Award (Natural Science Award)
• 2024: Featured Woman in Science at RSIP Vision
• 2023: The Rising Star of Women in Engineering – Asian Deans’ Forum 2023
• 2023: IEEE TMI Distinguished Reviewer – Gold Level (2022-2023)
• 2022: SJTU 2021 Outstanding Doctoral Graduate Development Scholarship

 

Selected Journal Publications

 

• Lei Li*, Julia Camps, Zhinuo (Jenny) Wang, Marcel Beetz, Abhirup Banerjee, Blanca Rodriguez, Vicente Grau: Towards Enabling Cardiac Digital Twins of Myocardial Infarction Using Deep Computational Models for Inverse Inference, IEEE Transactions on Medical Imaging, 43 (7), 2466-2478, 2024.
• Lei Li*, Wangbin Ding, Liqin Huang, Xiahai Zhuang^#, Vicente Grau^#: Multi-Modality Cardiac Image Computing: A Survey, Medical Image Analysis, vol. 88, 102869, 2023.
• Lei Li^#, Fuping Wu^#, Sihang Wang^#, et al.,: MyoPS: A Benchmark of Myocardial Pathology Segmentation Combining Three-Sequence Cardiac Magnetic Resonance Images, Medical Image Analysis, vol. 87, 102808, 2023.
• Lei Li, Veronika A Zimmer, Julia A Schnabel, Xiahai Zhuang*: Medical Image Analysis on Left Atrial LGE MRI for Atrial Fibrillation Studies: A Review, Medical Image Analysis, vol. 77, 102360, 2022.
• Lei Li, Veronika A Zimmer, Julia A Schnabel, Xiahai Zhuang*: AtrialJSQnet: A New Framework for Joint Segmentation and Quantification of Left Atrium and Scars Incorporating Spatial and Shape Information, Medical Image Analysis, vol. 76, 102303, 2022.
• Lei Li, Fuping Wu, Guang Yang, Lingchao Xu, Tom Wong, Raad Mohiaddin, David Firmin, Jenny Keegan, Xiahai Zhuang*: Atrial Scar Quantification via Multi-Scale CNN in the Graph-Cuts Framework, Medical Image Analysis, vol. 60, 101595, 2020.
• Chen Chen*, Lei Li, Marcel Beetz, Abhirup Banerjee, Vicente Grau: Large Language Model-informed ECG Dual Attention Network for Heart Failure Risk Prediction, IEEE Transactions on Big Data, 2024.
• Wangbin Ding, Lei Li, Junyi Qiu, Sihan Wang, Liqin Huang, Yinyin Chen, Shan Yang, Xiahai Zhuang*: Aligning Multi-Sequence CMR Towards Fully Automated Myocardial Pathology Segmentation, IEEE Transactions on Medical Imaging, 42(12), 3474-3486, 2023.
• Xiahai Zhuang*, et al., Lei Li*: Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge, Medical Image Analysis, vol. 81, 102528, 2022.
• Xiahai Zhuang*, Lei Li*, et al: Evaluation of Algorithms for Multi-Modality Whole Heart Segmentation: An Open-Access Grand Challenge, Medical Image Analysis, vol. 58, 101537, 2019.