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

【基本】林毓聪，男，1993年12月出生于广西，2024年5月加入光电学院任预聘助理教授，主要研究方向包括多模态医学影像分析，多模态大模型，医学信息学，医学人工智能等。
【科研】主持1项国家自然科学基金青年科学基金项目，在国际知名期刊上发表SCI论文40余篇，其中第一/通讯作者论文10余篇，以第一发明人申请/授权发明专利4项。

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，预聘助理教授。

研究领域

  1. 多模态医学影像分析
  2. 多模态大模型
  3. 医学信息学
  4. 医学人工智能

代表性学术成果

【论文】

  • 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.
  • 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.

【专利】

  1. 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
  2. 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
  3. 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
  4. 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