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 machine learning chest x-ray scene graph visual question answering visual dialogue object detection disease progression semantic reasoning bounding box relation extraction knowledge graph cxr explainability reasoning chest deep learning
Published: July 13, 2021. Version: 1.0.0
Database Credentialed Access
Synthetic Acute Hypotension and Sepsis Datasets Based on MIMIC-III and Published as Part of the Health Gym Project
Nicholas Kuo, Simon Finfer, Louisa Jorm, Sebastiano Barbieri
sepsis machine learning acute hypotension reinforcement learning synthetic dataset generative modelling wasserstein generative adversarial network
Published: Feb. 23, 2022. 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 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 machine learning chest x-ray cxr explainability chest deep learning
Published: Sept. 12, 2020. 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 Open Access
MIMIC Database
The MIMIC Database includes data recorded from over 90 ICU patients. The data in each case include signals and periodic measurements obtained from a bedside monitor as well as clinical data obtained from the patient's medical record. The recordi…
health record icu mimic ehr critical care
Published: March 15, 2000. Version: 1.0.0
Visualize waveformsSoftware Open Access
Model for Simulating ECG and PPG Signals with Arrhythmia Episodes
Andrius Sološenko, Andrius Petrėnas, Birutė Paliakaitė, Vaidotas Marozas, Leif Sörnmo
arrhythmia atrial fibrillation noise tachycardia detection motion artifacts ppg simulation bradycardia ecg
Published: May 2, 2022. Version: 1.3.1
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
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…
intensive care clinical critical care machine learning natural language processing
Published: Sept. 4, 2016. Version: 1.4
Database Credentialed Access
MIMIC-IV-ED
Alistair Johnson, Lucas Bulgarelli, Tom Pollard, Leo Anthony Celi, Roger Mark, Steven Horng
Published: June 3, 2021. Version: 1.0