EMPD is an open event-based multimodal physiological dataset with 193 synchronized recordings from 83 subjects for remote pulse-wave detection (arXiv:2603.26699). Zenodo parts are CC BY 4.0 and include Prophesee wrist event streams, facial RGB video, and CMS50E PPG ground truth.
- License
- CC BY 4.0
- Type
- Dataset
- Access
- Not reported
- Subjects
- 83
- PPG sites
- Not reported
- Setting
- Not reported
- Wrist
- Not reported
- Raw waveforms
- Not reported
- Tasks
- Not reported
- Updated
- Oct 24, 2026
Original description
Note: Due to file size limits and international network stability, this dataset is divided into 9 independent parts. (Note on filename: The physical archive files are named EPMD_Part_xx, which corresponds to this EMPD dataset).
Remote photoplethysmography (rPPG) based on traditional frame-based cameras often struggles with motion artifacts and limited temporal resolution. To address these limitations, we introduce EMPD (Event-based Multimodal Physiological Dataset), the first benchmark dataset specifically designed for non-contact physiological sensing via event cameras.
The dataset leverages a laser-assisted acquisition system where a high-coherence laser modulates subtle skin vibrations from the radial artery into significant signals detectable by a neuromorphic sensor. The hardware platform integrates a high-resolution event camera to capture micro-motions and intensity transients, an industrial RGB camera to provide traditional rPPG benchmarks, and a clinical-grade pulse oximeter to record ground truth PPG waveforms. EMPD contains 193 valid multimodal recordings (68 seconds each) collected from 83 subjects, covering a wide heart rate range (40–110 BPM) under both resting and post-exercise conditions. By providing precisely synchronized multimodal data with microsecond-level temporal precision, EMPD serves as a crucial resource for developing robust algorithms in the field of neuromorphic physiological monitoring.
Detailed Hardware Specifications:
Wrist Event Streams: Captured using a high-speed event camera (Prophesee EVK4) focusing on the radial artery region, with a spatial resolution of 1280 × 720 and a timestamp precision of 1 µs. A low-power continuous-wave laser pointer (660 nm) is used as an active illumination source.
Facial RGB Videos: Recorded using an industrial-grade RGB camera (FLIR BFS-U3-31S4C-C) at an original resolution of 2048 × 1536 and 30 Hz (downsampled and compressed to 640 × 480).
Ground-Truth PPG: High-fidelity contact-based PPG waveforms and heart rate recorded synchronously at 60Hz using a clinically validated finger-clip pulse oximeter (CONTEC CMS50E).
Metadata & Labels: The global metadata file is available in Part 1. It includes Label (0: Resting, 1: Post-exercise), Gender (0: Male, 1: Female), and Participant IDs.
Verbatim fromDataCite· Licence: https://creativecommons.org/licenses/by/4.0/legalcode

Key numbers
How it works
No model in the hub reports results on this dataset yet.
- Reference labels
- hr
Models trained or evaluated on it
FAQ
How many subjects are in EMPD?
EMPD has data from 83 subjects, as listed in its research record.
What signals does EMPD include?
EMPD includes event, video and PPG data.
How do I get EMPD, and what is its licence?
It is hosted on Zenodo at https://doi.org/10.5281/zenodo.18765701. Licence: CC BY 4.0.
Cite
APA
EMPD [Data set]. (n.d.). zenodo. https://doi.org/10.5281/zenodo.18765701
BibTeX
@misc{empdempd,
title = {{EMPD}},
howpublished = {zenodo},
doi = {10.5281/zenodo.18765701}
}Built from the hub record. Check it against the publisher before submitting.
Cite the ChatPPG record
Cite the dated snapshot 2026-10 for a fixed, reproducible version. Please also cite the original publications listed above.
APA
ChatPPG. (2026). EMPD: dataset record (Version 2026-10) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/datasets/empd
BibTeX
@misc{chatppg_dataset_empd,
author = {{ChatPPG}},
title = {{EMPD: dataset record}},
year = {2026},
month = oct,
version = {2026-10},
howpublished = {\url{https://chatppg.com/research/datasets/empd}},
note = {ChatPPG Research Hub, Snapshot 2026-10, https://chatppg.com/research/snapshots/2026-10}
}CITATION.cff
cff-version: 1.2.0 message: "If you use this resource, please cite it as below." type: dataset title: "EMPD: dataset record" authors: - name: "ChatPPG" url: "https://chatppg.com/research/datasets/empd" repository-artifact: "https://chatppg.com/research/snapshots/2026-10" version: "2026-10" date-released: "2026-10-24"
History
Record updated
- MCD-rPPGShared topic: cc by 4.0multi-camera face video + PPG/ECG + 13 biomarkers (ACM MM 2025)600 subjects · PPG · ECG · Video
- BP4D-Dyadic / Inter-StanceSame signals: PPG, Videodyadic multimodal corpus with face video + finger PPG + continuous BP (Binghamton, FG 2026)90 subjects · PPG · EDA · BP
- COHFACESame signals: PPG, VideoIdiap rPPG face videos + BVP/respiration (40 subjects)40 subjects · PPG · Resp · Video
- iBVPSame signals: PPG, VideoRGB-Thermal rPPG with high-resolution signal-quality labels (UCL)PPG · Video · thermal
