Resources
Database Restricted Access
REFLACX: Reports and eye-tracking data for localization of abnormalities in chest x-rays
Ricardo Bigolin Lanfredi, Mingyuan Zhang, William Auffermann, Jessica Chan, Phuong-Anh Duong, Vivek Srikumar, Trafton Drew, Joyce Schroeder, Tolga Tasdizen
computer vision eye tracking radiology report machine learning chest x-rays radiology reflacx fixations gaze deep learning
Published: Sept. 27, 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
machine learning multimodal radiology chest x-ray scene graph visual question answering visual dialogue object detection semantic reasoning bounding box relation extraction knowledge graph explainability reasoning chest cxr deep learning disease progression
Published: July 13, 2021. Version: 1.0.0
Database Credentialed Access
RadQA: A Question Answering Dataset to Improve Comprehension of Radiology Reports
Sarvesh Soni, Kirk Roberts
electronic health records clinical notes question answering radiology reports machine reading comprehension
Published: Dec. 9, 2022. Version: 1.0.0
Database Credentialed Access
RadGraph: Extracting Clinical Entities and Relations from Radiology Reports
Saahil Jain, Ashwin Agrawal, Adriel Saporta, Steven QH Truong, Du Nguyen Duong, Tan Bui, Pierre Chambon, Matthew Lungren, Andrew Ng, Curtis Langlotz, Pranav Rajpurkar
entity and relation extraction graph multi-modal radiology natural language processing
Published: June 3, 2021. Version: 1.0.0
Database Credentialed Access
CXR-PRO: MIMIC-CXR with Prior References Omitted
Vignav Ramesh, Nathan Chi, Pranav Rajpurkar
generation large language models free-text radiology reports references to priors retrieval
Published: Nov. 23, 2022. Version: 1.0.0
Database Credentialed Access
MIMIC-IV-Note: Deidentified free-text clinical notes
Alistair Johnson, Tom Pollard, Steven Horng, Leo Anthony Celi, Roger Mark
mimic deidentification critical care electronic health record clinical notes natural language processing
Published: Jan. 6, 2023. Version: 2.2
Database Credentialed Access
MIMIC-CXR Database
Alistair Johnson, Tom Pollard, Roger Mark, Seth Berkowitz, Steven Horng
mimic computer vision machine learning chest x-rays radiology natural language processing
Published: Sept. 19, 2019. Version: 2.0.0
Database Credentialed Access
MIMIC-CXR-JPG - chest radiographs with structured labels
Alistair Johnson, Matt Lungren, Yifan Peng, Zhiyong Lu, Roger Mark, Seth Berkowitz, Steven Horng
mimic computer vision radiology chest x-ray deep learning
Published: Nov. 14, 2019. Version: 2.0.0
Database Credentialed Access
MIMIC-III Clinical Database
Alistair Johnson, Tom Pollard, Roger Mark
MIMIC-III is a large, freely-available database comprising deidentified health-related data associated with over forty thousand patients who stayed in critical care units of the Beth Israel Deaconess Medical Center between 2001 and 2012. The databas…
clinical intensive care machine learning critical care natural language processing
Published: Sept. 4, 2016. Version: 1.4
Database Credentialed Access
BRAX, a Brazilian labeled chest X-ray dataset
Eduardo Pontes Reis, Joselisa Paiva, Maria Carolina Bueno da Silva, Guilherme Alberto Sousa Ribeiro, Victor Fornasiero Paiva, Lucas Bulgarelli, Henrique Lee, Paulo Victor dos Santos, vanessa brito, Lucas Amaral, Gabriel Beraldo, Jorge Nebhan Haidar Filho, Gustavo Teles, Gilberto Szarf, Tom Pollard, Alistair Johnson, Leo Anthony Celi, Edson Amaro
chest x-ray artificial intelligence dataset
Published: June 17, 2022. Version: 1.1.0