PPG-DaLiA

PPG dataset for motion compensation / HR

PPGECGIMUTempRespWrist-worn

Key facts

Signals: ppg, ecg, accel, skin-temp, resp
Reference Labels: hr, activity
Devices: empatica-e4, respiban
Sampling Rates: wrist PPG 64Hz, accel 32Hz; chest ECG/resp/temp 700Hz
Subjects: 15
License: scientific non-commercial use w/ attribution (Siegen; no named CC)

Summary

PPG-DaLiA (Reiss / Indlekofer / Schmidt / Van Laerhoven lineage; Uni-Siegen). Daily-life activities with wrist PPG+accel and chest physiological reference. USI page: https://ubi29.informatik.uni-siegen.de/usi/datappgdalia.html.

Used by

Models

anyppg cardiostate-jepa dna-ppg geenjaar-ppg-fm msma-ppg papagei-s protomm pulse-ppg pulselm rae-ppg tf-mambanet vitalagent

Papers

pulse-ppg anyppg-ecg-guided-ppg-fm-2026 dna-ppg-dual-neighborhood-alignment-2026 cardiostate-jepa-cross-modal-cardiac-fm-2026 geenjaar-multimodal-ppg-fm-2026 pulselm-ppg-text-qa-2026 rae-ppg-duration-retain-extend-2026 msma-ppg-selected-wavelength-moe-iclr2027-sub reliability-evidence-fusion-selective-hr-wearable-ppg-2026 protomm-pulse-motion-prototypes-2026 beatflow-ecg-rectified-flow-ppg-imu-ecg-reconstruction-iclr2027-sub carat-reliance-guided-tta-multimodal-wearable-corruption-2026 tf-mambanet-bidirectional-mamba-ppg-fm-icassp-2026 vitalagent-tool-augmented-ecg-ppg-monitoring-agent-2026

Leaderboards

Heart rate estimation

Mean absolute HR error (BPM) ↓