Atrial fibrillation detection leaderboard

MIMIC PERform: accuracy

Name: MIMIC PERform accuracy leaderboard: atrial fibrillation detection
Creator: ChatPPG

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

This page ranks every result ChatPPG has recorded for atrial fibrillation detection on MIMIC PERform, measured by Accuracy (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, Accuracy. Reported rankings; evaluation protocols may differ.
Rank	Method & evaluation	Accuracy↑ Higher is better
1	TF-MambaNet Evaluation details MIMIC 8 s AF, frozen features; accuracy only (no AUROC) — not comparable to AUROC rows; Chronos 0.81 / NormWear 0.78 / PaPaGei 0.66	0.83

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

TF-MambaNet: A Temporal and Frequency Fused Bidirectional Mamba Architecture for PPG Foundation Model (paper)

Related leaderboards

Other metrics on MIMIC PERform

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

BibTeX

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