Dataset collection
ECG datasets with synchronized PPG
Public ECG datasets that also record PPG, accelerometry or other wearable signals. Compare subjects, sampling, reference labels and licence in one table.
These datasets record an electrocardiogram alongside at least one other physiological channel, most often PPG. Paired ECG makes them the usual choice for validating PPG heart rate, inter-beat intervals, HRV and arrhythmia detection, because R-peaks give a beat-level reference.
ChatPPG lists 117 datasets in this collection. Of the 93 that report participant counts, the median is 45 subjects and the largest has 160,000. The most common recorded signals are PPG (80), accelerometry (41), respiration (39) and EDA (17). Typical research tasks: atrial fibrillation (26), cuffless blood pressure (25), heart rate estimation (24) and SpO2 (15). 76 provide raw waveforms and 47 state a licence.
Filter datasets
117 datasets, ranked by subjects, licence, PPG coverage and recency
MAHNOB-HCI
Signals: video, ecg, ppg, eeg, resp
Subjects: 30
License: MAHNOB EULA — academic research; commercial/gov/military prohibited (portal EULA)
MIMIC PERform
Signals: ppg, ecg, resp, abp
PPG Site: finger
Subjects: 35
License: ODbL
MIMIC-III-Ext-CA
Signals: ppg, ecg
PPG Site: finger
Subjects: 31
License: Not stated
MIMIC-IV-ECG
Signals: ecg
Subjects: 160000
License: ODbL 1.0
OSASUD
Signals: ppg, ecg, spo2, hr, resp, psg
PPG Site: finger
Subjects: 30
License: Not stated
PPG-Sport
Signals: ppg, ecg, accel, gyro
PPG Site: wrist
Subjects: 30
License: Not stated
PTB-XL
Signals: ecg
Subjects: 18869
License: Not stated
SensSmartTech
Signals: ppg, ecg, accel, pcg
PPG Site: neck
Subjects: 32
License: Not stated
WARM-VR
Signals: ppg, eda, skin-temp, accel, ecg
PPG Site: wrist
Subjects: 28
License: Not stated
GalaxyPPG
Signals: ppg, ecg, accel, skin-temp
PPG Site: wrist
Subjects: 24
License: Not stated
Gyro-Acc-PPG (BAMI-I, Wonkwang)
Signals: ppg, accel, gyro, ecg
Subjects: 24
License: Not stated
MAUS
Signals: ecg, eda, ibi, finger-ppg, wrist-ppg
PPG Site: finger, wrist
Subjects: 22
License: Not stated
Pulse Transit Time PPG
Signals: ppg, ecg, accel, gyro
PPG Site: finger
Subjects: 22
License: ODbL 1.0
Kingston ICU AF
Signals: ecg
Subjects: 596
License: Not stated
MW-PPG-HR
Signals: ppg, ecg, accel
PPG Site: wrist
Subjects: 20
License: Not stated
ToLife
Signals: ppg, ecg
Subjects: 20
License: Not stated
PPG-DaLiA
Signals: ppg, ecg, accel, skin-temp, resp
PPG Site: wrist
Subjects: 15
License: Scientific, non-commercial use with credit to the owners
ScientISST MOVE: Annotated Wearable Multimodal Biosignals recorded during Everyday Life Activities in Naturalistic Environments
Signals: ppg, ecg, accel, eda
PPG Site: chest, finger, wrist
Subjects: 17
License: Not stated
VitalDB Arrhythmia
Signals: ecg
Subjects: 482
License: Not stated
WESAD
Signals: ppg, ecg, accel, skin-temp, eda, resp
PPG Site: wrist
Subjects: 15
License: Scientific, non-commercial use with credit to the owners
AAUWSS
Signals: ppg, ecg, accel, skin-temp, eda, eeg, eog, psg
Subjects: 13
License: Not stated
AdVitam
Signals: ecg, resp, eda
Subjects: 346
License: Not stated
Blue and Green PPG (Shchelkanova / Mendeley)
Signals: ppg, ecg
Subjects: 12
License: Not stated
UTSA-PPG
Signals: ppg, ecg, accel
PPG Site: finger, wrist
Subjects: 12
License: Not stated
PM-EKF energy expenditure
Signals: accel, ecg
Subjects: 10
License: CC BY 4.0
Wrist PPG During Exercise (PhysioNet wrist)
Signals: ppg, ecg, accel, gyro
PPG Site: wrist
Subjects: 8
License: ODC-By 1.0
Adelaide ASPEN wearable-PSG garment
Signals: ecg, resp, skin-temp
Subjects: 7
License: CC BY 4.0
IRIDIA-AF
Signals: ecg
Subjects: 152
License: Not stated
Landry ADL
Signals: ppg, ecg, accel, bp-continuous
Subjects: 5
License: Not stated
SHDB-AF
Signals: ecg
Subjects: 122
License: Not stated
AFPDB
Signals: ecg
Subjects: 98
License: Not stated
WatchMyHeart
Signals: ecg
Subjects: 93
License: Not stated
Muse S Athena sensor-failure recordings
Signals: ppg, eeg, ecg
Subjects: 2
License: Not stated
QoL_Stress
Signals: ecg, eda, fitbit-hr
Subjects: 66
License: Not stated
Valparaíso Finapres NOVA set
Signals: ppg, ecg, bp-continuous
Subjects: 2
License: Not stated
Cardiorespiratory DB (UNIVPM)
Signals: ecg, resp
Subjects: 50
License: Not stated
PSU Sternberg EEG-ECG
Signals: ecg, eeg
Subjects: 47
License: Not stated
A Longitudinal and Multimodal physiological signals dataset of Para handcycling training and race for SCI Rehabilitation
Signals: ecg, resp, temp, spo2, accel
License: CC BY 4.0
A Multimodal Dataset for Investigating Working Memory in Presence of Music
Signals: ppg, ecg, eda, eeg, resp, skin-temp, accel
PPG Site: finger, wrist
License: Not stated
Barcelona SICU signals
Signals: ppg, ecg, abp, spo2, resp, co2, eeg, hr
License: Not stated
CACHET-CADB: A Contextualized Ambulatory Electrocardiography Arrhythmia Dataset
Signals: ecg, accel, gyro, barometer
License: CC BY 4.0
CapnoBase IEEE TBME RR benchmark (Karlen 2013)
Signals: ppg, ecg, resp
License: Custom terms specific to this dataset
CinC / PhysioNet Challenge 2015
Signals: ppg, ecg, abp
PPG Site: ear, finger
License: Not stated
CODE-15%: large annotated 12-lead ECG dataset (Telehealth Network of Minas Gerais)
Signals: ecg
License: CC BY 4.0
HeartCycle: A comprehensive dataset of synchronized impedance cardiography and echocardiography for accurate hemodynamic predictions
Signals: ppg, ecg
PPG Site: finger
License: Not stated
IoMT-SecAlarmBench (semi-synthetic ECG+PPG attack benchmark)
Signals: ppg, ecg
License: Not stated
Multi-site PPG (Earring / Necklace / Ring / Watch)
Signals: ppg, ecg, accel, skin-temp
PPG Site: ear, neck, ring, wrist
License: Not stated
OpenOximetry Repository (PhysioNet Restricted)
Signals: ppg, ecg, spo2, abp, etco2
License: Not stated
Simultaneous physiological measurements with five devices at different cognitive and physical loads
Signals: ppg, ecg, accel, resp, spo2, hr
License: Not stated
UCI Cuff-Less Blood Pressure Estimation (UCI 340; Kachuee 2015)
Signals: ppg, abp, ecg
PPG Site: finger
License: Not stated
Showing 51–100 of 117 datasets