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Ecg diagnosis

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Task leaderboard

Ecg diagnosis

1 reported result · Leaderboard page · Dataset details

Ecg diagnosis: PTB-XL, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
1PhysioWave-T
Evaluation details · open weights

Fine-tune, PTB-XL Super macro-AUROC; paper results table (arXiv 2611.08969v1). Value in %

Label set: PTB-XL superdiagnostic (5 classes)

Weights: open

Reported as of: 2026-11-09

90.3

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.

Recent changes

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 (4 benchmarks)

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

PTB-XL: AUROC

Ecg diagnosis: PTB-XL, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
1PhysioWave-T
Evaluation details · open weights

Fine-tune, PTB-XL Super macro-AUROC; paper results table (arXiv 2611.08969v1). Value in %

Label set: PTB-XL superdiagnostic (5 classes)

Weights: open

Reported as of: 2026-11-09

90.3

PTB-XL: macro-F1

Ecg diagnosis: PTB-XL, Macro-averaged F1. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationMacro-averaged F1↑ Higher is better
1PhysioWave-T
Evaluation details · open weights

Fine-tune, PTB-XL Super; paper results table (arXiv 2611.08969v1). Value in %

Label set: PTB-XL superdiagnostic (5 classes)

Weights: open

Reported as of: 2026-11-09

70.9

zju-pediatric-ecg-external-10999: AUROC

Ecg diagnosis: zju-pediatric-ecg-external-10999, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
1Pediatric ECG FM
Evaluation details · open weights

External 10,999 ECGs, mean AUC across 30 labels (paper abstract)

Weights: open

Reported as of: 2026-11-06

0.9385

zju-pediatric-ecg-internal: AUROC

Ecg diagnosis: zju-pediatric-ecg-internal, Area under ROC. Reported rankings; evaluation protocols may differ.
RankMethod & evaluationArea under ROC↑ Higher is better
1Pediatric ECG FM
Evaluation details · open weights

Pediatric fine-tune mean AUC multi-label; compare direct transfer 0.8256 and from-scratch 0.9661 (paper abstract)

Weights: open

Reported as of: 2026-11-06

0.9695