Atrial fibrillation detection leaderboard
Stanford wrist PPG AF (DeepBeat): AUROC
2 reported results for atrial fibrillation detection on Stanford wrist PPG AF (DeepBeat), ranked by AUROC. Top reported: xECG (0.883). Every row cites its…
This page ranks every result ChatPPG has recorded for atrial fibrillation detection on Stanford wrist PPG AF (DeepBeat), 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.
| Rank | Method & evaluation | Area under ROC↑ Higher is better |
|---|---|---|
| 1 | xECG xECG (FT; ECG-pretrained xLSTM) Evaluation detailsDeepBeat wrist-PPG AF, full finetune, 5-run mean ±0.019 (npj 2026 BenchECG); same protocol ECGFounder 0.846, ECG-CPC 0.832 Weights: true (MIT) | 0.883 |
| 2 | xECG xECG (linear probe) Evaluation detailsFrozen ECG-pretrained encoder on wrist PPG, 5-run mean ±0.013 Weights: true (MIT) | 0.751 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.
About the dataset
Stanford wrist PPG AF (DeepBeat): Torres-Soto & Ashley 2020, Synapse syn21985690
- Signals
- ppg
- Licence
- Non-commercial data use agreement (data); GPL-3.0 (code)
Sources on this board
Related leaderboards
Other metrics on Stanford wrist PPG AF (DeepBeat)
Atrial fibrillation detection on other datasets
- Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG): balanced accuracy (1)
- Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG): exact match (1)
- external-single-lead-af: AUROC (1)
- Icentia11k single-lead continuous raw ECG (PhysioNet): balanced accuracy (1)
- liu-ppg-arrhythmia-6class: AUROC (1)
- MIMIC-III-Ext-PPG: macro-F1 (1)
- MIMIC PERform: accuracy (1)
- MIMIC PERform: exact match (1)
- ptb-xl-rhythm: AUROC (1)
- Pulsewatch: AUROC (1)
- Pulsewatch: macro-F1 (1)
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). Stanford wrist PPG AF (DeepBeat) AUROC leaderboard: atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/stanford-ppg-auroc
BibTeX
@misc{chatppg_afib_stanford_ppg_auroc,
author = {{ChatPPG}},
title = {{Stanford wrist PPG AF (DeepBeat) AUROC leaderboard: atrial fibrillation detection}},
year = {2026},
month = oct,
howpublished = {\url{https://chatppg.com/research/leaderboards/afib/stanford-ppg-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: "Stanford wrist PPG AF (DeepBeat) AUROC leaderboard: atrial fibrillation detection" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/afib/stanford-ppg-auroc" date-released: "2026-10-16"