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Atrial fibrillation detection leaderboard

CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo): Class F1 for one stated class , not macro

1 reported result for atrial fibrillation detection on CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo), ranked by Class F1 for one stated…

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This page ranks every result ChatPPG has recorded for atrial fibrillation detection on CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo), measured by Class F1 for one stated class (e.g. SDB events), not macro (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: CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo), Class F1 for one stated class (e.g. SDB events), not macro. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationClass F1 for one stated class (e.g. SDB events), not macro↑ Higher is better
1LYNX-ECG

LYNX-ECG (visibility-graph GNN, 0.33 M params)

Evaluation details

AF class of a 6-label CODE multilabel head, trained on CODE100, 3 seeds ±0.018 (arXiv 2610.41795). Same protocol: ECGFounder-Scratch 0.867, ECGFounder-FT 0.852, EfficientNet 0.762, Ribeiro DNN 0.773, ViT 0.559

Weights: not released (false (code promised MIT, repo 404; no weights))

0.918

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing.

About the dataset

Licence: CC BY 4.0

Sources on this board

Related leaderboards

Other metrics on CODE-test: annotated 12-lead ECG test set (Ribeiro 2020, Zenodo)

Atrial fibrillation detection on other datasets

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Data and submissions

Downloads of every leaderboard (JSON and CSV) are free for members. Sign in to download.Missing a published result? Email hello@chatppg.com with the paper link and the exact table it comes from.

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, Ribeiro 2020, Zenodo Class F1 for one stated class , not macro leaderboard: atrial fibrillation detection, https://chatppg.com/research/leaderboards/afib/code-test-f1 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/afib/code-test-f1">ChatPPG, Ribeiro 2020, Zenodo Class F1 for one stated class , not macro leaderboard: 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). Ribeiro 2020, Zenodo Class F1 for one stated class , not macro leaderboard: atrial fibrillation detection [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/afib/code-test-f1

BibTeX
@misc{chatppg_afib_code_test_f1,
  author       = {{ChatPPG}},
  title        = {{Ribeiro 2020, Zenodo Class F1 for one stated class , not macro leaderboard: atrial fibrillation detection}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/afib/code-test-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: "Ribeiro 2020, Zenodo Class F1 for one stated class , not macro leaderboard: atrial fibrillation detection"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/afib/code-test-f1"
date-released: "2026-11-02"