Shumeng Li (李姝萌)

PhD Student


Reasoning & Learning Group
School of Computer Science
National Institute of Healthcare Data Science
National Key Laboratory for Novel Software Technology
Nanjing University, Nanjing 210023, China
Supervisor: Professor Yinghuan Shi

About Me

I am currently a PhD student in School of Computer Science at Nanjing University and a member of Reasoning & Learning Group, fortunately supervised by Prof. Yinghuan Shi. My research interest lies in artificial intelligence biomedical image analysis, and AI for neuroscience.

Interests
  • Artificial Intelligence
  • Biomedical Image Analysis
  • AI for Neuroscience
Education

  • PhD student in Computer Science and Technology

    Nanjing University, 2023-

  • MSc in Analytics

    Nanyang Technological University (NTU), 2020-2021

  • BEng in Computer Science and Technology

    Xiamen University, 2016-2020

Publications

Duala: Dual-Level Alignment of Subjects and Stimuli for Cross-Subject fMRI Decoding

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2026.
Shumeng Li, Jintao Guo, Jian Zhang, Yulin Zhou, Luyang Cao, Yinghuan Shi
PDF Code
Diversity-enhanced Collaborative Mamba for Semi-supervised Medical Image Segmentation

IEEE Transactions on Medical Imaging (TMI), 2026.
Shumeng Li, Jian Zhang, Lei Qi, Luping Zhou, Yinghuan Shi, Yang Gao
PDF Code
GA-SAM: Geometry-Aware SAM Adaptation with Sparse Annotation-Driven Point Cloud Completion

Medical Image Computing and Computer Assisted Intervention (MICCAI), 2025.
Shumeng Li, Jian Zhang, Lei Qi, Yinghuan Shi
Code
Stitching, Fine-tuning, Re-training: A SAM-enabled Framework for Semi-supervised 3D Medical Image Segmentation

IEEE Transactions on Medical Imaging (TMI), 2025.
Shumeng Li, Lei Qi, Qian Yu, Jing Huo, Yinghuan Shi, Yang Gao
PDF Code
PLN: Parasitic-Like Network for Barely Supervised Medical Image Segmentation

IEEE Transactions on Medical Imaging (TMI), 2023.
Shumeng Li, Heng Cai, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao
Code
Hierarchical Consistency Regularized Mean Teacher for Semi-supervised 3D Left Atrium Segmentation

Int. Conf. of the IEEE Engineering in Medicine & Biology Society (IEEE EMBC), 2021.
Shumeng Li†, Ziyuan Zhao†, Kaixin Xu, Zeng Zeng, Cuntai Guan
PDF Code
Data‐driven Classification of Metabolic-associated Steatotic Liver Disease Subtypes Predicting Hepatic and Extrahepatic Progression

Chinese Medical Journal (CMJ), 2026.
Da Fang†, Shumeng Li†, Jiaqi Lu, Weihong Zhou, Yan Bi, Yinghuan Shi, Tianwei Gu
PDF
CORE: Suppressing Spurious Similarity via Confidence-Aware Prototypes for Few-Shot Medical Image Segmentation

IEEE Transactions on Medical Imaging (IEEE TMI), 2026.
Chuanzhen Xu, Shumeng Li, Haoran Wang, Jian Zhang, Lei Qi, Qian Yu, Yang Gao, Yinghuan Shi
HK-Fuse: Hilbert-Interleaved Kimi Delta Attention for Incomplete-Modality Brain Tumor Segmentation

Medical Image Computing and Computer Assisted Intervention (MICCAI), 2026.
Weizhi Zhang, Shumeng Li, Jian Zhang, Lei Qi, Ling Lin, Qian Yu, Yuqi Fang, Yinghuan Shi
BRAIN: Bi-directional Motion Reasoning with Dynamic Memory Pruning for Surgical Video Segmentation

Medical Image Computing and Computer Assisted Intervention (MICCAI), 2026.
Chuanzhen Xu, Shumeng Li, Jian Zhang, Yinghuan Shi
A Zero-Shot Generalization Model for Medical Image Segmentation

Chinese Journal of Computers (计算机学报), 2026.
Yulin Zhou, Jian Zhang, Shumeng Li, Lei Qi, Yinghuan Shi, Yang Gao
Code
Orthogonal Annotation Benefits Barely-supervised Medical Image Segmentation

IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.
Heng Cai, Shumeng Li, Lei Qi, Qian Yu, Yinghuan Shi, Yang Gao
PDF Code
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels

Int. Conf. on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021.
Ziyuan Zhao, Kaixin Xu, Shumeng Li, Zeng Zeng, Cuntai Guan
PDF Code

Published Book

AI in Your Pocket: Artificial Intelligence and Healthcare
《口袋里的人工智能—AI与医疗健康》

Guangdong Science and Technology Press, ISBN 978-7-5359-8169-1, 2023.
Editor-in-Chief: Yinghuan Shi, Shumeng Li
Associate Editor-in-Chief: Tong Ling
Editorial Board Members: Ruofan Wang, Maochen Yang, Guanjie Chen, Yulin Zhou, Zhan Fa, Ze Peng, Zihan Cheng

Experience

 
 
 
 
 
Alibaba DAMO Academy
Research Intern, Alibaba Group
Alibaba DAMO Academy
Jan 2026 – Jul 2026 Hangzhou
 
 
 
 
 
National Institute of Healthcare Data Science
Research Assistant, Nanjing University
National Institute of Healthcare Data Science
Oct 2021 – Aug 2023 Nanjing
 
 
 
 
 
A*STAR

Correspondence

Email: lism@smail.nju.edu.cn;
Address: Li Shumeng, School of Computer Science, Xianlin Campus, Nanjing University, No.163 Xianlin Avenue, Qixia District, Nanjing, Jiangsu Province, China (南京市栖霞区仙林大道163号, 南京大学, 仙林校区, 计算机学院, 210023.)