教师队伍
光电信息技术与颜色工程研究所(按姓名拼音排序)
林毓聪
性别:男
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
教师介绍
1 个人简介
林毓聪,男,1993年12月出生于广西,2024年5月加入1929cc威尼斯任预聘助理教授,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
2021.09-2024.05,1929cc威尼斯医学技术学院,博士后;
2024.05-至今,1929cc威尼斯1929cc威尼斯,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