Atrial fibrillation detection leaderboard
MIMIC-III-Ext-PPG: macro-F1
1 reported result for atrial fibrillation detection on MIMIC-III-Ext-PPG, ranked by macro-F1. Every row cites its source publication.
This page ranks every result ChatPPG has recorded for atrial fibrillation detection on MIMIC-III-Ext-PPG, measured by Macro-averaged F1 (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.
| Rank | Method & evaluation | Macro-averaged F1↑ Higher is better |
|---|---|---|
| 1 | PhysioSkeptic PhysioSkeptic (ICLR'27 sub) Evaluation detailsECG–PPG multi-class rhythm; SQI-anchored LLM (GPT-5.2); not AF-only | 0.886 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.
About the dataset
MIMIC-III-Ext-PPG: large ICU PPG rhythm/BP/SQI benchmark (6.3M×30s)
- Subjects
- 6189
- Signals
- ppg, ecg, resp, abp
- Licence
- PhysioNet Credentialed Health Data License 1.5.0
Sources on this board
Related leaderboards
Atrial fibrillation detection on other datasets
- Stanford wrist PPG AF (DeepBeat): AUROC (2)
- 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 PERform: accuracy (1)
- MIMIC PERform: exact match (1)
- ptb-xl-rhythm: AUROC (1)
- Pulsewatch: AUROC (1)
- Pulsewatch: macro-F1 (1)
- Stanford wrist PPG AF (DeepBeat): 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). MIMIC-III-Ext-PPG macro-F1 leaderboard: atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/mimic-iii-ext-ppg-macro-f1
BibTeX
@misc{chatppg_afib_mimic_iii_ext_ppg_macro_f1,
author = {{ChatPPG}},
title = {{MIMIC-III-Ext-PPG macro-F1 leaderboard: atrial fibrillation detection}},
year = {2026},
month = oct,
howpublished = {\url{https://chatppg.com/research/leaderboards/afib/mimic-iii-ext-ppg-macro-f1}},
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: "MIMIC-III-Ext-PPG macro-F1 leaderboard: atrial fibrillation detection" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/afib/mimic-iii-ext-ppg-macro-f1" date-released: "2026-10-16"