1 个人简介

林毓聪，男，1993年12月出生于广西，2024年5月加入金沙2004路线js5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。

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。

2 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。

3 工作经历

2021.09-2024.05，金沙2004路线js5医学技术学院，博士后；

2024.05-至今，金沙2004路线js5，预聘助理教授。

4 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

5 代表性学术成果

【论文】

1. 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.

2. 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.

3. Yucong Lin, Keming Lu, Sheng Yu, Tianxi Cai, Marinka Zitnik*; Multimodal learning on graphs for disease relation extraction. Journal of Biomedical Informatics 2023: 104415.

4. 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.

5. 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.

6. 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.

7. 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.

8. 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.

9. 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.

10. 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.

11. 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.

12. 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】以第一发明人申请的专利：

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

更新时间：2024年8月