Heart rate estimation leaderboard

Gyro-Acc-PPG (BAMI-I, Wonkwang): MAE (BPM)

Name: Gyro-Acc-PPG (BAMI-I, Wonkwang) MAE (BPM) leaderboard: heart rate estimation
Creator: ChatPPG

1 reported result for heart rate estimation on Gyro-Acc-PPG (BAMI-I, Wonkwang), ranked by MAE (BPM). Every row cites its source publication.

This page ranks every result ChatPPG has recorded for heart rate estimation on Gyro-Acc-PPG (BAMI-I, Wonkwang), measured by Mean absolute HR error (BPM) (lower is better). Each number is copied from the publication cited in its row, and ranks apply only within this dataset and metric.

Only one result has been reported on this dataset and metric so far, so this is a reference point rather than a multi-method comparison.

Heart rate estimation: Gyro-Acc-PPG (BAMI-I, Wonkwang), Mean absolute HR error (BPM). Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Mean absolute HR error (BPM)↓ Lower is better
1	ECG-PPG JEPA 345M ECG-PPG JEPA 345M (linear probe) Evaluation details Nested 5-fold CV (AnyPPG protocol); treadmill wrist PPG	10.22

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.

About the dataset

Gyro-Acc-PPG (BAMI-I, Wonkwang): 3-channel green wrist PPG + accel + gyro, treadmill

Subjects: 24
Signals: ppg, accel, gyro, ecg
Licence: Not stated

Sources on this board

Bridging ECG and PPG: Latent-Space Prediction for Robust Physiological Analysis (paper)

Related leaderboards

Heart rate estimation on other datasets

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). Gyro-Acc-PPG (BAMI-I, Wonkwang) MAE (BPM) leaderboard: heart rate estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/hr-estimation/gyro-acc-ppg-bami1-mae-bpm

BibTeX

@misc{chatppg_hr_estimation_gyro_acc_ppg_bami1_mae_bpm,
  author       = {{ChatPPG}},
  title        = {{Gyro-Acc-PPG (BAMI-I, Wonkwang) MAE (BPM) leaderboard: heart rate estimation}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/hr-estimation/gyro-acc-ppg-bami1-mae-bpm}},
  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: "Gyro-Acc-PPG (BAMI-I, Wonkwang) MAE (BPM) leaderboard: heart rate estimation"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/hr-estimation/gyro-acc-ppg-bami1-mae-bpm"
date-released: "2026-10-16"