Cuffless blood pressure estimation leaderboard
uci-bp: MAE (mmHg)
3 reported results for cuffless blood pressure estimation on uci-bp, ranked by MAE (mmHg). Top reported: ExpertoRhythm (2.46). Every row cites its source…
This page ranks every result ChatPPG has recorded for cuffless blood pressure estimation on uci-bp, measured by Mean absolute error (mmHg); cuffless BP (lower is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.
| Rank | Method & evaluation | Mean absolute error (mmHg); cuffless BP↓ Lower is better |
|---|---|---|
| 1 | ExpertoRhythmEvaluation detailsUCI cuff-less BP 942 subj; 10 s @ 125 Hz; lab PPG | 2.46 |
| 2 | Hybrid features + personalized calibration Hybrid features + personalized calibration (Zhang, Sensors 2026) Evaluation detailsPPG+ECG, base-BP calibration; split unstated (abstract) | 7.85 |
| 3 | ECG-PPG JEPA 345M ECG-PPG JEPA 345M (linear probe) Evaluation detailsNested 5-fold CV (AnyPPG protocol); clinical finger | 11.94 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.
Sources on this board
- ExpertoRhythm: Morphology-Aware Learning for Waveform Reconstruction and Cuffless Blood Pressure Estimation from Single-Channel PPG (paper)
- Personalized Calibration and Hybrid Feature Fusion for Continuous Blood Pressure Estimation Using PPG and ECG Signals (paper)
- Bridging ECG and PPG: Latent-Space Prediction for Robust Physiological Analysis (paper)
Related leaderboards
Other metrics on uci-bp
Cuffless blood pressure estimation on other datasets
- PPG-BP Database (Guilin / Liang 2018): MAE (mmHg) (3)
- PulseDB v2.0: MAE (mmHg) (2)
- aurora-bp: MAE (mmHg) (1)
- aurora-bp-htn: accuracy (1)
- cuhk-bp-htn: accuracy (1)
- liu-wrist-9ch-array-121: MAE (mmHg) (1)
- mcbp-cold-pressor-23: MAE (mmHg) (1)
- MIMIC-BP: SDE (mmHg) (1)
- mimic-waveform-205k: MAE (mmHg) (1)
- ppg-bp: MAE (mmHg) (1)
- PPG-BP Database (Guilin / Liang 2018): AUROC (1)
- pulsedb-calbased: MAE (mmHg) (1)
Data and submissions
Download every leaderboard as JSON or CSV. Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.
Cite this
Cite the page URL and the date you accessed it. Please also cite the original publications listed above.
APA
ChatPPG. (2026). uci-bp MAE (mmHg) leaderboard: cuffless blood pressure estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/cuffless-bp/uci-bp-mae-mmhg
BibTeX
@misc{chatppg_cuffless_bp_uci_bp_mae_mmhg,
author = {{ChatPPG}},
title = {{uci-bp MAE (mmHg) leaderboard: cuffless blood pressure estimation}},
year = {2026},
month = oct,
howpublished = {\url{https://chatppg.com/research/leaderboards/cuffless-bp/uci-bp-mae-mmhg}},
note = {ChatPPG Research Hub}
}CITATION.cff
cff-version: 1.2.0 message: "If you use this resource, please cite it as below." type: dataset title: "uci-bp MAE (mmHg) leaderboard: cuffless blood pressure estimation" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/cuffless-bp/uci-bp-mae-mmhg" date-released: "2026-10-16"