Constructing a Unified Vision-Language Model for Chest Radiograph–based Diagnostics, Medical Education, and Data Augmentation
Year: 2025
Type: article
Language: en
Topic: Multimodal Machine Learning Applications
Authors and affiliations:
raw_author_name: Ling Yang
raw_affiliation_strings: School of Electrical and Computer Engineering, University                     of Sydney, Street Address, Sydney, NSW 2006, Australia
School of Electrical and Computer Engineering, University of Sydney, Street Address, Sydney, NSW 2006, Australia
raw_author_name: Xinyu Liang
raw_affiliation_strings: School of Medical Imaging, Binzhou Medical University,                     Yantai, Shandong, China
School of Medical Imaging, Binzhou Medical University, Yantai, Shandong, China
raw_author_name: Zhanyu Wang
raw_affiliation_strings: School of Electrical and Computer Engineering, University                     of Sydney, Street Address, Sydney, NSW 2006, Australia
School of Electrical and Computer Engineering, University of Sydney, Street Address, Sydney, NSW 2006, Australia
raw_author_name: Ziyu Diao
raw_affiliation_strings: School of Medical Imaging, Binzhou Medical University,                     Yantai, Shandong, China
School of Medical Imaging, Binzhou Medical University, Yantai, Shandong, China
raw_author_name: Xuan Huang
raw_affiliation_strings: School of Medical Imaging, Binzhou Medical University,                     Yantai, Shandong, China
School of Medical Imaging, Binzhou Medical University, Yantai, Shandong, China
raw_author_name: Die Shen
raw_affiliation_strings: School of Medical Imaging, Binzhou Medical University,                     Yantai, Shandong, China
School of Medical Imaging, Binzhou Medical University, Yantai, Shandong, China
raw_author_name: Xin Tan
raw_affiliation_strings: Department of Radiology, The First Affiliated Hospital of                     Guangzhou University of Chinese Medicine, Guangzhou, China
State Key Laboratory of Traditional Chinese Medicine                     Syndrome, Guangzhou, China
State Key Laboratory of Traditional Chinese Medicine Syndrome, Guangzhou, China
Department of Radiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
raw_author_name: Haifeng Li
raw_affiliation_strings: Department of Radiology, The First Affiliated Hospital of                     Guangzhou University of Chinese Medicine, Guangzhou, China
State Key Laboratory of Traditional Chinese Medicine                     Syndrome, Guangzhou, China
State Key Laboratory of Traditional Chinese Medicine Syndrome, Guangzhou, China
Department of Radiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
raw_author_name: Zhenghao Chen
raw_affiliation_strings: School of Information and Physical Sciences, College of                     Engineering, Science and Environment, University of Newcastle, Newcastle,                     Australia
School of Information and Physical Sciences, College of Engineering, Science and Environment, University of Newcastle, Newcastle, Australia
raw_author_name: Shijun Qiu
raw_affiliation_strings: Department of Radiology, The First Affiliated Hospital of                     Guangzhou University of Chinese Medicine, Guangzhou, China
State Key Laboratory of Traditional Chinese Medicine                     Syndrome, Guangzhou, China
State Key Laboratory of Traditional Chinese Medicine Syndrome, Guangzhou, China
Department of Radiology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
raw_author_name: Luping Zhou
raw_affiliation_strings: School of Electrical and Computer Engineering, University                     of Sydney, Street Address, Sydney, NSW 2006, Australia
School of Electrical and Computer Engineering, University of Sydney, Street Address, Sydney, NSW 2006, Australia