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ECG rhythm classification

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ECG rhythm classification

1 reported result · Leaderboard page · Dataset details

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

One reported result is available; this is not a multi-method comparison. Rows are ranked only within this task × dataset × metric. Protocols can differ; read each method’s evaluation details before comparing.

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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.

All reported results for this task (1 benchmarks)

Rankings apply within each dataset and metric. Open evaluation details for differences in protocols.

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

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