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Cuffless blood pressure estimation leaderboard

aurora-bp: AUROC

1 reported result for cuffless blood pressure estimation on aurora-bp, ranked by AUROC. Every row cites its source publication.

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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 cuffless blood pressure estimation on aurora-bp, measured by Area under ROC (higher 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.

Cuffless blood pressure: aurora-bp, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
1XGBoost on interpretable PPG + demographic featu

XGBoost on interpretable PPG + demographic features incl. SMD (Msokar & Davydov, Preprints 2026)

Evaluation details · caveat

3 BP categories, macro OvR, 5 folds ± 0.011; PPG-only 0.704; subject-aggregated binary 0.841; abstract-only; classification — not comparable to MAE rows

Caveat: Demographics carry much of the signal; cross-cohort source-only 0.556–0.696.

Weights: not released

0.778

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

Sources on this board

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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, aurora-bp AUROC leaderboard: cuffless blood pressure estimation, https://chatppg.com/research/leaderboards/cuffless-bp/aurora-bp-auroc (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/cuffless-bp/aurora-bp-auroc">ChatPPG, aurora-bp AUROC leaderboard: cuffless blood pressure 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). aurora-bp AUROC leaderboard: cuffless blood pressure estimation [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/cuffless-bp/aurora-bp-auroc

BibTeX
@misc{chatppg_cuffless_bp_aurora_bp_auroc,
  author       = {{ChatPPG}},
  title        = {{aurora-bp AUROC leaderboard: cuffless blood pressure estimation}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/cuffless-bp/aurora-bp-auroc}},
  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: "aurora-bp AUROC leaderboard: cuffless blood pressure estimation"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/cuffless-bp/aurora-bp-auroc"
date-released: "2026-10-22"