Hi! I’m Mengshen He

About Me

I received a bachelor’s degree in engineering from Northeast Normal University and a master’s degree in engineering from Shaanxi Normal University. I am currently a Phd student in computer science and technology at Central South University.
Email: 1094617242@qq.com,hems@snnu.edu.cn,mengshen_he@csu.edu.cn

Research Interest

Deep Learning, Machine Learning, Functional Brain Network

Work Experience

2018.7-2019.5 Equipment Engineer at BOE

Representative Papers

1，Mengshen He, Xiangyu Hou, Zhenwei Wang, Zili Kang, Xin Zhang, Ning Qiang, Bao Ge. Multi-head Attention-based Masked Sequence Model for Mapping Functional Brain Networks. MICCAI 2022. LNCS, vol 13431. pp 295–304.

2，Mengshen He, Xiangyu Hou, Enjie Ge, Zhenwei Wang, Zili Kang, Ning Qiang, Xin Zhang and Bao Ge. Multi-head attention-based masked sequence model for mapping functional brain networks. Frontiers in Neuroscience. 2023, 17:1183145.

3，Zhenwei Wang, Yifan Lv, Mengshen He, Enjie Ge, Ning Qiang, Bao Ge. Accurate Corresponding Fiber Tract Segmentation via FiberGeoMap Learner. MICCAI 2022. LNCS, vol 13431. pp 143–152.

4, 刘正梁, 贺孟申, 姜作伟, 吴子豪, 戴海星, 张练, 罗思一, 韩甜乐, 李响, 蒋希, 朱大江, 蔡晓妍, 葛宝, 刘伟, 刘军, 沈定刚, 刘天明. 自然语言处理在医学影像分析中的应用[J]. 中南大学学报(医学版), 2022, 47(8): 981-993.

5，Zhenwei Wang, Mengshen He, Yifan Lv, Enjie Ge, Shu Zhang, Ning Qiang, Tianming Liu, Fan Zhang, Xiang Li, Bao Ge, Accurate corresponding fiber tract segmentation via FiberGeoMap learner with application to autism, Cerebral Cortex, 2023, bhad125. (co-first author).

6，Yifan Lv, Zili Kang, Tianle Han, Mengshen He, Ruhai Du, Tuo Zhang, Tianming Liu, Bao Ge. Brain regions always connect with each other via the shortest paths. Cerebral Cortex.

7，Zili Kang, Yifan Lv, Mengshen He, Yiheng Liu, Tianming Liu, Bao Ge Brain Surface Can Predict Fiber Connections ISBI 2023.

8, Yiheng Liu, Tianle Han, Siyuan Ma, Jiayue Zhang, Yuanyuan Yang, Jiaming Tian, Hao He, Antong Li, Mengshen He, Zhengliang Liu, Zihao Wu, Lin Zhao, Dajiang Zhu, Xiang Li, Ning Qiang, Dingang Shen, Tianming Liu, Bao Ge. Summary of chatgpt-related research and perspective towards the future of large language models[J]. Meta-Radiology, 2023: 100017.

9, Ning Qiang, Qinglin Dong, Heng Huang, Han Wang, Shijie Zhao, Xintao Hu, Qing Li, Wei Zhang, Yiheng Liu, Mengshen He, Bao Ge, Lin Zhao, Zihao Wu, Lu Zhang, Steven Xu, Dajiang Zhu, Xi Jiang, Tianming Liu. Deep learning in functional brain mapping and associated applications[M]//Deep Learning for Medical Image Analysis. Academic Press, 2024: 395-423.

10, Yiheng Liu, Enjie Ge, Mengshen He, Zhengliang Liu, Shijie Zhao, Xintao Hu, Ning Qiang, Dajiang Zhu, Tianming Liu, Bao Ge. Mapping dynamic spatial patterns of brain function with spatial-wise attention[J]. Journal of Neural Engineering, 2024.

11, Tianle Han, Yifan Lv, Mengshen He, Yiheng Liu, Tianming Liu, Bao Ge. Brain Cortical Surface Can Predict Fiber Trajectories[C]//2024 IEEE International Symposium on Biomedical Imaging (ISBI). IEEE, 2024: 1-4.

12, Hailin Yue, Jin Liu, Lina Zhao, Hulin Kuang, Jianhong Cheng, Junjian Li, Mengshen He, Jie Gong, Jianxin Wang. A2HTL: An Automated Hybrid Transformer Based Learning for Predicting Survival of Esophageal Cancer Using CT Images[J]. IEEE Transactions on NanoBioscience, 2024.

Education