Resources


Database Restricted Access

OpenOximetry Repository

Nicholas Fong, Michael Lipnick, Philip Bickler, John Feiner, Tyler Law

A repository of matched arterial oxygen and pulse oximeter readings obtained under controlled conditions, with high-frequency physiologic waveforms and skin color measurements.

Published: Feb. 28, 2025. Version: 1.1.1

Database Open Access

A Multimodal Dataset for Investigating Working Memory in Presence of Music

Saman Khazaei, Srinidhi Parshi, Samiul Alam, Md Rafiul Amin, Rose T Faghih

A multimodal dataset containing fNIRS data along with a wide range of physiological signals like EDA, HR, PPG, etc over the course of n-back experiments in presence of music.

Published: Feb. 26, 2025. Version: 1.0.0

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

VTaC is an annotated ventricular tachycardia (VT) arrhythmia alarm database containing over 5,000 waveform recordings with VT alarms from ICU monitors, with each alarm labeled as either true or false by at least two human expert annotators.

arrhythmia machine learning icu false alarms benchmark dataset ventricular tachycardia

Published: Oct. 1, 2024. Version: 1.0

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Database Credentialed Access

MIMIC-IV-Ext-MDS-ED: Multimodal Decision Support in the Emergency Department - a Benchmark Dataset for Diagnoses and Deterioration Prediction in Emergency Medicine

Juan Miguel Lopez Alcaraz, Nils Strodthoff

MIMIC-IV-ext-MDS-ED proposes a dataset to benchmark multimodal decision support in the emergency department. It features multimodal input (including ECG waveforms) and a comprehensive set of prediction targets (diagnoses and deterioration prediction)

emergency department ecg benchmark diagnoses prediction deterioration prediction multimodal

Published: Sept. 12, 2024. Version: 1.0.0

Database Open Access

ScientISST MOVE: Annotated Wearable Multimodal Biosignals recorded during Everyday Life Activities in Naturalistic Environments

João Areias Saraiva, Mariana Abreu, Ana Sofia Carmo, Hugo Plácido da Silva, Ana Fred

Multimodal (ECG, EMG, EDA, PPG, TEMP, ACC) biosignal dataset of everyday activities. Created with 3 wearable devices based on ScientISST Sense and Empatica E4.

greet lift uncontrolled environments run jump gesticulate walk wearable multimodal

Published: March 25, 2024. Version: 1.0.1

Database Open Access

Respiratory and heart rate monitoring dataset from aeration study

Ella Frances Sophia Guy, Isaac Flett, Jaimey Anne Clifton, Trudy Caljé-van der Klei, Rongqing Chen, Jennifer Knopp, Knut Moeller, James Geoffrey Chase

Respiratory and cardiovascular data collected from 20 subjects. Pressure, flow, aeration, and heart-rate data were collected during trials which included resting breathing, CPAP at varied PEEP settings, breath-holds, and forced expiratory manoeuvres.

Published: March 20, 2024. Version: 1.0.0

Database Open Access

Kiel Cardio Database

Erik Engelhardt, Norbert Frey, Gerhard Schmidt

The Kiel Cardio Database (KCD) contains one-minute 8-lead magnetocardiographic (MCG) measurements from seven subjects. Each subject underwent 25 consecutive measurements using a sensor array comprising four QuSpin QZFMs.

opically pumped magnetometer opm mcg magnetocardiography

Published: Dec. 15, 2023. Version: 1.0.0

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Database Open Access

I-CARE: International Cardiac Arrest REsearch consortium Database

Edilberto Amorim, Wei-Long Zheng, Jong Woo Lee, Susan Herman, Mohammad Ghassemi, Adithya Sivaraju, Nicolas Gaspard, Jeannette Hofmeijer, Michel J A M van Putten, Matthew Reyna, Gari Clifford, Brandon Westover

The clinical and EEG data for this dataset originates from seven academic hospitals in the U.S. and Europe led by investigators part of the International Cardiac Arrest REsearch consortium (I-CARE).

Published: Dec. 14, 2023. Version: 2.1

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Database Open Access

SCG-RHC: Wearable Seismocardiogram Signal and Right Heart Catheter Database

Michael Chan, Liviu Klein, Joanna Fan, Omer Inan

This is the first public dataset that contains simultaneous recordings of Right Heart Catheter data (pressure) and chest-worn wearable patch data (electrocardiogram and seismocardiogram signals).

Published: March 31, 2023. Version: 1.0.0

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Software Open Access

Waveform Database Software Package (WFDB) for Python

Chen Xie, Lucas McCullum, Alistair Johnson, Tom Pollard, Brian Gow, Benjamin Moody

Tools for working with waveforms in Python.

waveform wfdb python

Published: Jan. 24, 2023. Version: 4.1.0