Atrial fibrillation detection leaderboard

MIMIC PERform: exact match

Name: MIMIC PERform exact match leaderboard: atrial fibrillation detection
Creator: ChatPPG

1 reported result for atrial fibrillation detection on MIMIC PERform, ranked by exact match. Every row cites its source publication.

This page ranks every result ChatPPG has recorded for atrial fibrillation detection on MIMIC PERform, 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: MIMIC PERform, . Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	↑ Higher is better
1	PulseLM PulseLM (LLaMA3.1-8B + Pulse-PPG) Evaluation details 10 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) Weights: HF checkpoint linked; code CC BY 4.0	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

MIMIC PERform: Charlton PPG/ECG/RESP ICU beat-detection benchmarks (+ AF subset)

Subjects: 35
Signals: ppg, ecg, resp, abp
Licence: ODbL

Sources on this board

pulselm-ppg-text-qa-2026 (paper)

Related leaderboards

Other metrics on MIMIC PERform

Atrial fibrillation detection: accuracy (1)

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). MIMIC PERform exact match leaderboard: atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/mimic-perform-exact-match

BibTeX

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