Atrial fibrillation detection leaderboard
MIMIC PERform: exact match (PulseLM QA)
1 reported result for atrial fibrillation detection on MIMIC PERform (PulseLM QA), ranked by exact match. Every row cites its source publication.
Last updated
This page ranks every result ChatPPG has recorded for atrial fibrillation detection on MIMIC PERform, measured by Exact-match accuracy (e.g. PulseLM QA) (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 | Exact-match accuracy (e.g. PulseLM QA)↑ Higher is better |
|---|---|---|
| 1 | PulseLM PulseLM (LLaMA3.1-8B + Pulse-PPG) Evaluation details10 s @125 Hz, subject-disjoint ~8/1/1 per source; categorical QA exact-match (arXiv 2603.03331 Table 2); binary AF; text-only Blind 0.488. Not comparable to TF-MambaNet 0.83 (8 s, different split) | 0.750 |
Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.
About the dataset
Licence: ODbL
Sources on this board
Related leaderboards
Other metrics on MIMIC PERform
Atrial fibrillation detection on other datasets

Atrial fibrillation detection
Stanford wrist PPG AF (DeepBeat): AUROC
2 results

Atrial fibrillation detection
Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG): balanced accuracy
1 result

Atrial fibrillation detection
Long-term ECG and wrist PPG with annotated AF episodes (AFPPGECG): exact match (PulseLM QA)
1 result

Atrial fibrillation detection
CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo): AUROC (AF class)
1 result

Atrial fibrillation detection
CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo): Class F1 for one stated class , not macro (AF class)
1 result

Atrial fibrillation detection
external-single-lead: AUROC
1 result

Atrial fibrillation detection
Icentia11k single-lead continuous raw ECG (PhysioNet): balanced accuracy
1 result

Atrial fibrillation detection
liu-ppg-arrhythmia-6class: AUROC
1 result

Atrial fibrillation detection
MIMIC-III-Ext-PPG: macro-F1
1 result

Atrial fibrillation detection
PTB-XL: Class F1 for one stated class , not macro (AF class)
1 result

Atrial fibrillation detection
ptb-xl-rhythm: AUROC
1 result

Atrial fibrillation detection
Pulsewatch: AUROC
1 result
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Data and submissions
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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, MIMIC PERform exact match leaderboard (PulseLM QA): atrial fibrillation detection, https://chatppg.com/research/leaderboards/afib/mimic-perform-exact-match-pulselm-qa (CC BY 4.0)
HTML link
Source: <a href="https://chatppg.com/research/leaderboards/afib/mimic-perform-exact-match-pulselm-qa">ChatPPG, MIMIC PERform exact match leaderboard (PulseLM QA): atrial fibrillation detection</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). MIMIC PERform exact match leaderboard (PulseLM QA): atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/mimic-perform-exact-match-pulselm-qa
BibTeX
@misc{chatppg_afib_mimic_perform_exact_match_pulselm_qa,
author = {{ChatPPG}},
title = {{MIMIC PERform exact match leaderboard (PulseLM QA): atrial fibrillation detection}},
year = {2026},
month = nov,
howpublished = {\url{https://chatppg.com/research/leaderboards/afib/mimic-perform-exact-match-pulselm-qa}},
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 PERform exact match leaderboard (PulseLM QA): atrial fibrillation detection" authors: - name: "ChatPPG" url: "https://chatppg.com/research/leaderboards/afib/mimic-perform-exact-match-pulselm-qa" date-released: "2026-11-05"