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

WenXinWuYang
Signals: ppg, ecg
License: Not stated
D1NAMO
Signals: ecg, accel, resp, cgm
Subjects: 29
License: Not stated
MIT-BIH Arrhythmia Database (PhysioNet)
Signals: ecg
Subjects: 25
License: Open Data Commons Attribution License v1.0 (ODC-By)
LOADX
Signals: ecg, resp, eda, imu
Subjects: 20
License: Not stated
ECG-Fitness
Signals: video, ecg
Subjects: 17
License: Not stated
Stillness 2025 (Deichman)
Signals: ecg, accel, resp, skin-temp, hr, rr-interval
Subjects: 16
License: Not stated
Texatrode long-term ECG
Signals: ecg
Subjects: 13
License: Not stated
Long-Term AF Database (LTAFDB, PhysioNet)
Signals: ecg
License: Not stated
MrOS Sleep Study (Osteoporotic Fractures in Men, NSRR)
Signals: psg, ecg, eeg, resp, spo2
License: Not stated
Sleep Heart Health Study (SHHS, NSRR)
Signals: psg, ecg, eeg, resp, spo2
License: Not stated

Showing 101–117 of 117 datasets