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Heart rate estimation leaderboard

BIDMC PPG and Respiration (Pimentel 2016 / PhysioNet): MAE (BPM)

1 reported result for heart rate estimation on BIDMC PPG and Respiration (Pimentel 2016 / PhysioNet), ranked by MAE (BPM). Every row cites its source…

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  1. Leaderboard added with 1 result

From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.

This page ranks every result ChatPPG has recorded for heart rate estimation on BIDMC PPG and Respiration (Pimentel 2016 / PhysioNet), 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: BIDMC PPG and Respiration (Pimentel 2016 / PhysioNet), Mean absolute HR error (BPM). Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMean absolute HR error (BPM)↓ Lower is better
1TF-IG

TF-IG (84.6K params; SoICT 2026)

Evaluation details

Subject-exclusive train/val/test; RMSE 2.060, r 0.9934; resting ICU bedside PLETH (little motion) — not comparable to PPG-DaLiA/wrist rows; arXiv 2610.28693

Weights: not released (false (no code))

1.227

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

About the dataset

Licence: ODC-By 1.0

Sources on this board

Related leaderboards

Heart rate estimation on other datasets

Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

Cite or reuse this

CC BY 4.0ChatPPG compiled this data. You can copy, adapt and republish it, including in articles, slides, papers and AI tools, as long as you credit ChatPPG and link to this page. Please also cite the original studies for any number you use.

Attribution

Source: ChatPPG, BIDMC MAE (BPM) leaderboard: heart rate estimation, https://chatppg.com/research/leaderboards/hr-estimation/bidmc-mae-bpm (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/hr-estimation/bidmc-mae-bpm">ChatPPG, BIDMC MAE (BPM) leaderboard: heart rate estimation</a> (<a href="https://creativecommons.org/licenses/by/4.0/" rel="license">CC BY 4.0</a>)

Cite the page URL and the date you accessed it. Please also cite the original publications listed above.

APA

ChatPPG. (2026). BIDMC MAE (BPM) leaderboard: heart rate estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/hr-estimation/bidmc-mae-bpm

BibTeX
@misc{chatppg_hr_estimation_bidmc_mae_bpm,
  author       = {{ChatPPG}},
  title        = {{BIDMC MAE (BPM) leaderboard: heart rate estimation}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/hr-estimation/bidmc-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: "BIDMC MAE (BPM) leaderboard: heart rate estimation"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/hr-estimation/bidmc-mae-bpm"
date-released: "2026-10-26"