Resources
Database Credentialed Access
MIMIC-CXR Database
Alistair Johnson, Tom Pollard, Roger Mark, Seth Berkowitz, Steven Horng
computer vision chest x-rays natural language processing radiology machine learning mimic
Published: July 23, 2024. Version: 2.1.0
Database Credentialed Access
RaDialog Instruct Dataset
Chantal Pellegrini, Ege Özsoy, Benjamin Busam, Nassir Navab, Matthias Keicher
medical image understaning radiology chatbot radiology report generation radiology assistant large vision-language models
Published: July 12, 2024. Version: 1.1.0
Database Credentialed Access
MIMIC-CXR-JPG - chest radiographs with structured labels
Alistair Johnson, Matthew Lungren, Yifan Peng, Zhiyong Lu, Roger Mark, Seth Berkowitz, Steven Horng
computer vision radiology deep learning chest x-ray mimic
Published: March 12, 2024. Version: 2.1.0
Database Credentialed Access
CAD-Chest: Comprehensive Annotation of Diseases based on MIMIC-CXR Radiology Report
Mengliang Zhang, Xinyue Hu, Lin Gu, Tatsuya Harada, Kazuma Kobayashi, Ronald Summers, Yingying Zhu
Published: Dec. 8, 2023. Version: 1.0
Model Credentialed Access
Medical AI Research Foundations: A repository of medical foundation models
Shekoofeh Azizi, Jan Freyberg, Laura Culp, Patricia MacWilliams, Sara Mahdavi, Vivek Natarajan, Alan Karthikesalingam
Published: April 25, 2023. Version: 1.0.0
Database Credentialed Access
MS-CXR-T: Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing
Shruthi Bannur, Stephanie Hyland, Qianchu Liu, Fernando Pérez-García, Max Ilse, Daniel Coelho de Castro, Benedikt Boecking, Harshita Sharma, Kenza Bouzid, Anton Schwaighofer, Maria Teodora Wetscherek, Hannah Richardson, Tristan Naumann, Javier Alvarez Valle, Ozan Oktay
cxr disease progression vision-language processing multimodal radiology chest x-ray
Published: March 17, 2023. Version: 1.0.0
Database Credentialed Access
MS-CXR: Making the Most of Text Semantics to Improve Biomedical Vision-Language Processing
Benedikt Boecking, Naoto Usuyama, Shruthi Bannur, Daniel Coelho de Castro, Anton Schwaighofer, Stephanie Hyland, Maria Teodora Wetscherek, Tristan Naumann, Aditya Nori, Javier Alvarez Valle, Hoifung Poon, Ozan Oktay
vision-language processing chest x-ray
Published: May 16, 2022. Version: 0.1
Database Credentialed Access
FFA-IR: Towards an Explainable and Reliable Medical Report Generation Benchmark
Mingjie Li, Wenjia Cai, Rui Liu, Yuetian Weng, Xiaoyun Zhao, Cong Wang, Xin Chen, Zhong Liu, Caineng Pan, Mengke Li, Yingfeng Zheng, Yizhi Liu, Flora Salim, Karin Verspoor, Xiaodan Liang, Xiaojun Chang
fundus fluorescein angiography explainable and reliable evaluation vision and language medical report generation
Published: Sept. 21, 2021. Version: 1.0.0
Database Credentialed Access
Chest ImaGenome Dataset
Joy Wu, Nkechinyere Agu, Ismini Lourentzou, Arjun Sharma, Joseph Paguio, Jasper Seth Yao, Edward Christopher Dee, William Mitchell, Satyananda Kashyap, Andrea Giovannini, Leo Anthony Celi, Tanveer Syeda-Mahmood, Mehdi Moradi
scene graph visual dialogue object detection semantic reasoning bounding box knowledge graph explainability reasoning relation extraction chest cxr disease progression multimodal radiology visual question answering deep learning chest x-ray machine learning
Published: July 13, 2021. Version: 1.0.0
Database Restricted Access
Pulmonary Edema Severity Grades Based on MIMIC-CXR
Ruizhi Liao, Geeticka Chauhan, Polina Golland, Seth Berkowitz, Steven Horng
Published: Feb. 9, 2021. Version: 1.0.1