Resources
Database Open Access
VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors
Li-wei Lehman, Benjamin Moody, Lucas McCullum, Hasan Saeed, Harsh Deep, Diane Perry, Tristan Struja, Qiao Li, Gari Clifford, Roger Mark
arrhythmia icu false alarms benchmark dataset ventricular tachycardia machine learning
Published: Oct. 1, 2024. Version: 1.0
Visualize waveformsDatabase Credentialed Access
Comprehensive Polysomnography (CPS) Dataset: A Resource for Sleep-Related Arousal Research
Stefan Kraft, Andreas Theissler, Vera Wienhausen-Wilke, Philipp Walter, Gjergji Kasneci
polysomnography sleep disorders machine learning in healthcare sleep arousal diagnostics pulse wave analysis
Published: Sept. 18, 2024. Version: 1.0.0
Database Credentialed Access
MIMIC-IV-ECG-Ext-ICD: Diagnostic labels for MIMIC-IV-ECG
Nils Strodthoff, Juan Miguel Lopez Alcaraz, Wilhelm Haverkamp
electrocardiography mimic machine learning
Published: Aug. 30, 2024. Version: 1.0.1
Database Credentialed Access
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images
Seongsu Bae, Daeun Kyung, Jaehee Ryu, Eunbyeol Cho, Gyubok Lee, Sunjun Kweon, Jungwoo Oh, Lei JI, Eric Chang, Tackeun Kim, Edward Choi
question answering chest x-ray electronic health records multi-modal question answering ehr question answering semantic parsing machine learning deep learning evaluation visual question answering benchmark
Published: July 23, 2024. Version: 1.0.0
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 mimic machine learning
Published: July 23, 2024. Version: 2.1.0
Database Credentialed Access
MIMIC-Ext-MIMIC-CXR-VQA: A Complex, Diverse, And Large-Scale Visual Question Answering Dataset for Chest X-ray Images
Seongsu Bae, Daeun Kyung, Jaehee Ryu, Eunbyeol Cho, Gyubok Lee, Sunjun Kweon, Jungwoo Oh, Lei JI, Eric Chang, Tackeun Kim, Edward Choi
question answering chest x-ray electronic health records radiology machine learning multimodal deep learning evaluation visual question answering benchmark
Published: July 19, 2024. Version: 1.0.0
Challenge Credentialed Access
MIT Critical Datathon 2023: a MIMIC-IV Derived Dataset for Pulse Oximetry Correction Models
João Matos, Tristan Struja, David S Restrepo, Luis Filipe Nakayama, Jack Gallifant, Luca Weishaupt, Nikita Mullangi, Maria Loureiro, Skyler Shapiro, Adrien Carrel, Leo Anthony Celi
pulse oximetry health equity machine learning
Published: May 8, 2023. Version: 1.0.0
Database Credentialed Access
Learning to Ask Like a Physician: a Discharge Summary Clinical Questions (DiSCQ) Dataset
Eric Lehman
question generation question answering machine learning
Published: July 28, 2022. Version: 1.0
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
eye tracking radiology report reflacx fixations computer vision chest x-rays gaze radiology machine learning 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
scene graph visual dialogue object detection semantic reasoning bounding box knowledge graph explainability reasoning relation extraction chest disease progression cxr chest x-ray radiology machine learning multimodal deep learning visual question answering
Published: July 13, 2021. Version: 1.0.0