林毓聪

职称： 特别副研究员

学历：博士研究生

所在学科： 光学工程

研究方向： 医学影像分析，多模态大模型，医学信息学

电子邮件： linyucong@bit.edu.cn

个人简介

林毓聪，北京理工大学光电学院特别副研究员。本科毕业于人民大学，博士毕业于清华大学，其间在哈佛大学医学院进行了一年的访问，于北京理工大学从事博士后研究。林毓聪专注于多模态医学数据的研究，在医学影像、医学知识图谱与电子病历中进行了多项智能化方法研究，共计发表约40篇SCI论文，以第一作者或通讯作者发表Information Fusion, IEEE JBHI, ESWA, Neurocomputing等16篇高水平代表性SCI论文。获批2023年国自然青年基金，作为项目骨干参与科技创新2030重大项目等4项国家级项目，其研究成果作为重要支撑荣获2024年电子学会科技进步一等奖。

教育经历

  • 2012.09-2016.07，中国人民大学，统计学，学士；
  • 2016.09-2021.06，清华大学，统计学，博士。
  • 2020.02-2021.02，哈佛大学，医学院，交流访学。

工作经历

  • 2021.09-2024.05，北京理工大学医学技术学院，博士后；
  • 2024.05-至今，北京理工大学光电学院，特别副研究员。

研究领域

  • 多模态医学影像分析
  • 多模态大模型
  • 医学信息学
  • 医学人工智能

代表性论文

  •  Liu, Bowen, Yaqing Nie, Hong Song*, Yucong Lin*, Jingtao Li, Xutao Weng, et al. “MAGIC: An LLM-Based Multi-Agent Activated Graph-Reasoning Intelligent Collaboration Model for Liver Disease Diagnosis.” Information Fusion (2025): 103557.
  • Su, Zhaoli, Hong Song*, Yucong Lin*, You Wu, Xutao Weng, Zhongxuan Mao, Bowen Liu, Hongxia Yin, and Jian Yang*. “MedKit: Multi-level feature distillation with knowledge injection for radiology report generation.” Expert Systems with Applications (2025): 129003.
  • Yucong Lin, Keming Lu, Sheng Yu, Tianxi Cai, Marinka Zitnik*; Multimodal learning on graphs for disease relation extraction. Journal of Biomedical Informatics 2023: 104415.
  • Yucong Lin, Silu Li, Jiaxing Xu, Jiawei Xu, Dong Huang, Wendi Zheng, Yuan Cao*, Junwei Lu; Graph over-parameterization: Why the graph helps the training of deep graph convolutional network. Neurocomputing 2023, 534: 77-85.
  • Yucong Lin#, Jia Li#, Huan Xiao, Lujie Zheng, Ying Xiao, Hong Song, Jingfan Fan, Deqiang Xiao, Danni Ai, Tianyu Fu, Feifei Wang*, Han Lv*, Jian Yang*; Automatic literature screening using the PAJO deep-learning model for clinical practice guidelines[J]. BMC Medical Informatics and Decision Making, 2023, 23(1): 247.
  • Chan Wu, Tianyu Fu*, Xinyu Chen, Jian Xiao, Danni Ai, Jingfan Fan, Yucong Lin*, Hong Song, Jian Yang; Automatic spatial calibration of freehand ultrasound probe with a multilayer N-wire phantom[J]. Ultrasonics, 2023, 128: 106862.
  • Bowen Liu, Hong Song*, Qiang Li, Yucong Lin*, Xutao Weng, Zhaoli Su, Jian Yang; 3D ARCNN: An Asymmetric Residual CNN for False Positive Reduction in Pulmonary Nodule. IEEE Transactions on nanobioscience 23.1 (2023): 18-25.
  • Jia Li#, Yucong Lin#, Pengfei Zhao, Wenjuan Liu, Linkun Cai, Jing Sun, Lei Zhao, Zhenghan Yang, Hong Song*, Han Lv*, Zhenchang Wang*; Automatic text classifcation of actionable radiology reports of tinnitus patients using bidirectional encoder representations from transformer (BERT) and in-domain pre-training (IDPT). BMC Medical Informatics and Decision Making 2022, 22.1: 200.
  • Chan Wu, Tianyu Fu*, Yifan Wang, Yucong Lin*, Yan Wang, Danni Ai, Jingfan Fan, Hong Song, Jian Yang；Fusion Siamese network with drift correction for target tracking in ultrasound sequences. Physics in Medicine & Biology 2022, 67.4: 045018.
  • Long Shao, Shuo Yang, Tianyu Fu*, Yucong Lin*, Haixiao Geng, Danni Ai, Jingfan Fan, Hong Song, Tao Zhang, Jian Yang; Augmented reality calibration using feature triangulation iteration-based registration for surgical navigation. Computers in Biology and Medicine 2022, 148: 105826.
  • Xutao Weng, Hong Song*, Tianyu Fu, Yuanjin Gao, Jingfan Fan, Danni Ai, Yucong Lin*, Jian Yang; An optimal ablation time prediction model based on minimizing the relapse risk. Computer Methods and Programs in Biomedicine 2021, 212: 106438.
  • Yucong Lin, Yang Li, Keming Lu, Cheng Ma, Peng Zhao, Daiqi Gao, Zihao Fan, Zijie Cheng, Zheyu Wang, Sheng Yu*；Long-distance disorder-disorder relation extraction with bootstrapped noisy data. Journal of Biomedical Informatics 2020, 109: 103529.
  • Liu, Bowen, Yaqing Nie, Hong Song, Yucong Lin, Jingtao Li, Xutao Weng, Zhaoli Su et al. “MAGIC: An LLM-Based Multi-Agent Activated Graph-Reasoning Intelligent Collaboration Model for Liver Disease Diagnosis.” Information Fusion (2025): 103557.
  • Su, Zhaoli, Hong Song, Yucong Lin, You Wu, Xutao Weng, Zhongxuan Mao, Bowen Liu, Hongxia Yin, and Jian Yang. “MedKit: Multi-level feature distillation with knowledge injection for radiology report generation.” Expert Systems with Applications (2025): 129003.
  • Yucong Lin, Jinhua Su, Yang Liu, Jue Hou, Feifei Wang；Implicit profiling estimation for semiparametric models with bundled parameters[J]. Statistical Papers, 2024, 65(5): 3203-3234.
  • Jinrong Mu, Yucong Lin*, Xianqi Meng, Jingfan Fan, Danni Ai, Defu Chen, Haixia Qiu, Jian Yang*, Ying Gu*; M-CSAFN: Multi-color Space Adaptive Fusion Network for Automated Port-wine Stains Segmentation. IEEE Journal of Biomedical and Health Informatics 27.8 (2023): 3924-3935

代表性专利

  • 林毓聪，穆锦荣，宋红，杨健；基于多色彩空间自适应融合的鲜红斑痣分割方法；申请号：2022107585735
  • 林毓聪，李宗雨，艾丹妮，杨健，梁萍，范敬凡，肖德强；全局和局部特征同时提取与融合的多器官分割方法及装置；申请号：2023100591161
  • 林毓聪，刘博文，杨健，宋红，艾丹妮，范敬凡，肖德强，付天宇；电子病历数据结构化方法、装置、设备及存储介质；申请号：2024102521011
  • 林毓聪，杨健，范敬凡，宋红，艾丹妮，胡国语；  基于DRR模拟数据生成的二维骨骼分割方法及装置；授权号：ZL 2021106826918