Resources
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
multimodal radiology chest x-ray machine learning scene graph visual question answering visual dialogue object detection disease progression semantic reasoning bounding box relation extraction knowledge graph cxr explainability reasoning deep learning chest
Published: July 13, 2021. Version: 1.0.0
Database Credentialed Access
Eye Gaze Data for Chest X-rays
Alexandros Karargyris, Satyananda Kashyap, Ismini Lourentzou, Joy Wu, Matthew Tong, Arjun Sharma, Shafiq Abedin, David Beymer, Vandana Mukherjee, Elizabeth Krupinski, Mehdi Moradi
audio convolutional network heatmap multimodal radiology eye tracking chest x-ray machine learning cxr explainability deep learning chest
Published: Sept. 12, 2020. Version: 1.0.0
Database Credentialed Access
MIMIC-CXR Database
Alistair Johnson, Tom Pollard, Roger Mark, Seth Berkowitz, Steven Horng
mimic computer vision chest x-rays radiology machine learning natural language processing
Published: Sept. 19, 2019. Version: 2.0.0
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 chest x-rays radiology eye tracking radiology report machine learning reflacx fixations gaze deep learning
Published: Sept. 27, 2021. Version: 1.0.0
Database Credentialed Access
VinDr-CXR: An open dataset of chest X-rays with radiologist annotations
Ha Quy Nguyen, Hieu Huy Pham, le tuan linh, Minh Dao, lam khanh
computer vision lesion detection disease classification chest x-ray interpretation deep learning
Published: June 22, 2021. Version: 1.0.0
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
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
radiology entity and relation extraction graph multi-modal natural language processing
Published: June 3, 2021. Version: 1.0.0
Database Restricted Access
Smartphone-Captured Chest X-Ray Photographs
Po-Chih Kuo, ChengChe Tsai, Diego M Lopez, Alexandros Karargyris, Tom Pollard, Alistair Johnson, Leo Anthony Celi
Published: Sept. 27, 2020. 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
chest x-ray vision-language processing
Published: May 16, 2022. Version: 0.1
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