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Heart rate estimation leaderboard

IEEE Signal Processing Cup 2015 (TROIKA): MAE (BPM)

2 reported results for heart rate estimation on IEEE Signal Processing Cup 2015 (TROIKA), ranked by MAE (BPM). Top reported: GPT-PPG (1.98). Every row cites…

This page ranks every result ChatPPG has recorded for heart rate estimation on IEEE Signal Processing Cup 2015 (TROIKA), 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.

Heart rate estimation: IEEE Signal Processing Cup 2015 (TROIKA), Mean absolute HR error (BPM). Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMean absolute HR error (BPM)↓ Lower is better
1GPT-PPG

GPT-PPG: a GPT-based foundation model for photoplethysmography signals

Evaluation details

GPT-1B fine-tuned (MOFT), LOSO; arXiv v1 Table 2

Reported as of: 2026-10-11

1.98
2ECG-PPG JEPA 345M

ECG-PPG JEPA 345M (linear probe)

Evaluation details

LOSO, frozen

2.09

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-10-11.

About the dataset

IEEE Signal Processing Cup 2015 (TROIKA): wrist PPG during intensive exercise

Subjects
12
Signals
ppg, accel, ecg
Licence
CC BY 4.0

Sources on this board

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). TROIKA MAE (BPM) leaderboard: heart rate estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/hr-estimation/ieee-spc-2015-troika-mae-bpm

BibTeX
@misc{chatppg_hr_estimation_ieee_spc_2015_troika_mae_bpm,
  author       = {{ChatPPG}},
  title        = {{TROIKA MAE (BPM) leaderboard: heart rate estimation}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/hr-estimation/ieee-spc-2015-troika-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: "TROIKA MAE (BPM) leaderboard: heart rate estimation"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/hr-estimation/ieee-spc-2015-troika-mae-bpm"
date-released: "2026-10-16"