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Heart rate estimation leaderboard

PPG-BP Database (Guilin / Liang 2018): MAE (BPM)

1 reported result for heart rate estimation on PPG-BP Database (Guilin / Liang 2018), ranked by Mean absolute HR error (BPM). Every row cites its source publication.

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Only reported result · MAE (BPM) · lower is better

3.31by AnyPPG (2026)

1 result1 with code0 open weightsYears 2026

Heart rate estimation: PPG-BP Database (Guilin / Liang 2018), Mean absolute HR error (BPM). Reported results; ranks apply within this dataset, metric.
RankModelMAE (BPM) ↓YearCodeOpen weightsSizeProtocol
1AnyPPG3.312026CodeUnknown4.04M
Subject-disjointExtra dataLab
Evaluation details

PPG-Bench linear probe; AnyPPG; subject-level aggregation; subject-disjoint 5-fold

Sensor: PPG

Body sites in dataset: finger

Sampling rate: 1000 Hz

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-12. Year, code, open weights and size come from each model's or paper's record; a dash or “Unknown” means the record does not say.

This page ranks every result ChatPPG has recorded for heart rate estimation on PPG-BP Database (Guilin / Liang 2018), 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.

About the dataset

Licence: CC0 1.0

Sources on this board

Related leaderboards

Other metrics on PPG-BP Database (Guilin / Liang 2018)

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, Guilin / Liang 2018 MAE (BPM) leaderboard: heart rate estimation, https://chatppg.com/research/leaderboards/hr-estimation/ppgbp-guilin-mae-bpm (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/hr-estimation/ppgbp-guilin-mae-bpm">ChatPPG, Guilin / Liang 2018 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). Guilin / Liang 2018 MAE (BPM) leaderboard: heart rate estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/hr-estimation/ppgbp-guilin-mae-bpm

BibTeX
@misc{chatppg_hr_estimation_ppgbp_guilin_mae_bpm,
  author       = {{ChatPPG}},
  title        = {{Guilin / Liang 2018 MAE (BPM) leaderboard: heart rate estimation}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/hr-estimation/ppgbp-guilin-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: "Guilin / Liang 2018 MAE (BPM) leaderboard: heart rate estimation"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/hr-estimation/ppgbp-guilin-mae-bpm"
date-released: "2026-10-23"