MMSE-HR is the heart-rate evaluation subset associated with the BP4D+/MMSE multimodal emotion corpus. Access follows the Binghamton BP4D+ non-profit research agreement.
- Type
- Dataset
- DOI
- Not reported
- Licence
- Not reported
- Access
- Gated / on request
- Subjects
- 40
- PPG sites
- Not reported
- Setting
- Not reported
- Wrist
- Not reported
- Raw waveforms
- Not reported
- Tasks
- Not reported
- Updated
- Oct 24, 2026

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 MMSE-HR?
MMSE-HR has data from 40 subjects, as listed in its research record.
What signals does MMSE-HR include?
MMSE-HR includes video and PPG data.
How do I get MMSE-HR, and what is its licence?
It is available from https://www.cs.binghamton.edu/~lijun/Research/3DFE/3DFE_Analysis.html. Access is controlled by the host (for example registration, credentialing or a data use agreement), so check the source page for the steps. No licence is recorded for it here, so check the terms on the source page before you use it.
Cite
No citation metadata yet.
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). MMSE-HR: dataset record (Version 2026-10) [Data set]. ChatPPG Research Hub. https://chatppg.com/research/datasets/mmse-hr
BibTeX
@misc{chatppg_dataset_mmse_hr,
author = {{ChatPPG}},
title = {{MMSE-HR: dataset record}},
year = {2026},
month = oct,
version = {2026-10},
howpublished = {\url{https://chatppg.com/research/datasets/mmse-hr}},
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: "MMSE-HR: dataset record" authors: - name: "ChatPPG" url: "https://chatppg.com/research/datasets/mmse-hr" repository-artifact: "https://chatppg.com/research/snapshots/2026-10" version: "2026-10" date-released: "2026-10-24"
History
Record updated
Papers
- Analysis of factors affecting the predictive performance of foundation models for PPG signals (Ljubljana MSc thesis)Same task: Heart rateUniversity of Ljubljana repository, MSc th · 2026
CITRUS: Candidate Inference and Temporal-tracking for Reliable, Unobtrusive Sensing of Wearable Heart Rate under MotionSame task: Heart rateMSc/PhD thesis, Tsinghua University · 2026- Context-dependent age-group performance hierarchies limit fairness interventions in PPG-based heart rate predictionSame task: Heart ratemedRxiv preprint 2026-06-05 · 2026
Datasets
MPU-rPPGSame task: Heart rate2K/60 fps multi-region (face, arms, hands, legs) rPPG video with CMS60D oximeter PPG (n=50, 20 h)50 subjects · PPG · SpO₂ · Video- VIPL-HRSame task: Heart ratemulti-modal less-constrained face video HR (CAS VIPL)107 subjects · PPG · Video
- VIPL-HR-V2Same task: Heart rateextended VIPL face-video HR corpus (CAS VIPL)500 subjects · PPG · Video
