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PPG datasets for atrial fibrillation detection

Datasets where PPG segments carry rhythm labels, usually from a simultaneous ECG reviewed by cardiologists. They range from ICU monitor data such as MIMIC-III-Ext-PPG to wrist wearables such as the Stanford DeepBeat set. Label granularity differs a lot: some mark AF only, others separate ectopic beats and tachycardias.

CinC / PhysioNet Challenge 2015

Reducing false arrhythmia alarms in the ICU

Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG)

MIMIC PERform

Charlton PPG/ECG/RESP ICU beat-detection benchmarks (+ AF subset)

MIMIC-III-Ext-CA

PPG cardiac-arrest episode annotations (n=31, 36 events)

MIMIC-III-Ext-PPG

large ICU PPG rhythm/BP/SQI benchmark (6.3M×30s)

MIMIC3-AF-Bashar

physician AF annotations + MIMIC-III matched waveforms

PPGArrhythmia (Liu 2022)

public valid/test subset only

Pulsewatch

ambulatory smartwatch PPG with AF adjudication (Synapse gated)

Stanford wrist PPG AF (DeepBeat)

Torres-Soto & Ashley 2020, Synapse syn21985690

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