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ECG rhythm classification leaderboard

Chapman-Shaoxing 12-lead ECG database, figshare release (Zheng 2020): macro-F1

1 reported result for ECG rhythm classification on Chapman-Shaoxing 12-lead ECG database, figshare release (Zheng 2020), ranked by macro-F1. Every row cites…

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From the hub's dated sync history: new results as they are added, and SOTA stars as they are awarded or move.

This page ranks every result ChatPPG has recorded for ECG rhythm classification on Chapman-Shaoxing 12-lead ECG database, figshare release (Zheng 2020), 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.

ECG rhythm classification: Chapman-Shaoxing 12-lead ECG database, figshare release (Zheng 2020), Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
1ECGJev
Evaluation details

12-lead, 6,082/1,296/1,299 split; mean of 3 runs; best in paper vs foundation-encoder heads and generative ECG-LLMs (Table 1, arXiv 2611.02041v1). Value in %

Label set: 4 mutually exclusive rhythm classes (AF, SVT, SB, SR)

Weights: not released

Reported as of: 2026-11-05

96.86

Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method's evaluation details before comparing. Latest reported row: 2026-11-05.

About the dataset

Licence: Not stated

Sources on this board

Data and submissions

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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, Zheng 2020 macro-F1 leaderboard: ECG rhythm classification, https://chatppg.com/research/leaderboards/ecg-rhythm/chapman-figshare-macro-f1 (CC BY 4.0)

HTML link

Source: <a href="https://chatppg.com/research/leaderboards/ecg-rhythm/chapman-figshare-macro-f1">ChatPPG, Zheng 2020 macro-F1 leaderboard: ECG rhythm classification</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). Zheng 2020 macro-F1 leaderboard: ECG rhythm classification [Data set]. ChatPPG Research Hub. https://chatppg.com/research/leaderboards/ecg-rhythm/chapman-figshare-macro-f1

BibTeX
@misc{chatppg_ecg_rhythm_chapman_figshare_macro_f1,
  author       = {{ChatPPG}},
  title        = {{Zheng 2020 macro-F1 leaderboard: ECG rhythm classification}},
  year         = {2026},
  month        = nov,
  howpublished = {\url{https://chatppg.com/research/leaderboards/ecg-rhythm/chapman-figshare-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: "Zheng 2020 macro-F1 leaderboard: ECG rhythm classification"
authors:
  - name: "ChatPPG"
url: "https://chatppg.com/research/leaderboards/ecg-rhythm/chapman-figshare-macro-f1"
date-released: "2026-11-05"