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Atrial fibrillation detection leaderboard

Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG): exact match

1 reported result for atrial fibrillation detection on Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG), ranked by exact match. Every row…

This page ranks every result ChatPPG has recorded for atrial fibrillation detection on Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG), measured by (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.

AFib / arrhythmia: Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG), . Reported rankings; evaluation protocols may differ.
RankMethod & evaluation↑ Higher is better
1PulseLM

PulseLM (best: Qwen3-4B / LLaMA + PaPaGei)

Evaluation details

10 s @125 Hz, subject-disjoint ~8/1/1 per source; categorical QA exact-match (arXiv 2603.03331 Table 2); text-only Blind also 0.861, so no gain over label prior; not balanced accuracy, not comparable to VitalAgent 0.672

Weights: HF checkpoint linked; code CC BY 4.0

0.861

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

About the dataset

Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG)

Subjects
39
Signals
ppg, ecg, accel
Licence
Not stated

Sources on this board

Related leaderboards

Other metrics on Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG)

Atrial fibrillation detection 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). AFPPGECG exact match leaderboard: atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match

BibTeX
@misc{chatppg_afib_afppgecg_exact_match,
  author       = {{ChatPPG}},
  title        = {{AFPPGECG exact match leaderboard: atrial fibrillation detection}},
  year         = {2026},
  month        = oct,
  howpublished = {\url{https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match}},
  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: "AFPPGECG exact match leaderboard: atrial fibrillation detection"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/afib/afppgecg-exact-match"
date-released: "2026-10-16"