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ECG Classification research benchmarks – Page 4 · SOTA2 Research

ECG Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PTB-XL Intra-Source protocol (test)

94Accuracy

4

May 26, 2026

Georgia Intra-Source protocol (test)

95Accuracy

4

May 26, 2026

CPSC Intra-Source protocol 2018 (test)

83Accuracy

4

May 26, 2026

Chapman Intra-Source protocol (test)

99Accuracy

4

May 26, 2026

PhysioNet dataset 2017

87.82Average Accuracy

4

Feb 26, 2026

84Accuracy

3

May 26, 2026

76Accuracy

3

May 26, 2026

PTB-XL 43-class (subject-independent)

79.17Accuracy

3

May 19, 2026

PTB-XL 5-class (subject-independent)

76.55Accuracy

3

May 19, 2026

PhysioNet MIT-BIH Arrhythmia Dataset (test)

94.1Accuracy

3

Mar 4, 2026

Chapman-Shaoxing (5-fold subject-aware cross-validation)

31.15Macro F1 Score

1

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Page 4 of 4

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