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Papers Benchmarks Datasets Tasks

ECG Classification research benchmarks – Page 3 · SOTA2 Research

ECG Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

84.72Dx Accuracy

8

Feb 26, 2026

96.5AUROC

7

May 14, 2026

Chaoyang Hospital external (test)

74.5Accuracy

7

Mar 30, 2026

94.1Accuracy (All)

7

Feb 27, 2026

Baseline (xresnet)

97.9Macro AUC

7

Mar 31, 2026

PTB 1% labeled training data (test)

90.52Accuracy

7

Feb 26, 2026

PTB 10% labeled train (test)

88.49Accuracy

7

Feb 26, 2026

PTB 100% labeled training data (test)

0.878Accuracy

7

Feb 26, 2026

PTB-XL 100Hz (test)

0.938All AUROC

7

Feb 26, 2026

67.36Macro F1 Score

6

Jun 11, 2026

71.88Macro F1

6

Jun 11, 2026

66.24Macro F1

6

Jun 11, 2026

98Accuracy

6

May 20, 2026

62.93Macro F1

6

Mar 27, 2026

62.93Macro-F1

6

Mar 27, 2026

75.18Macro F1

6

Mar 27, 2026

LightX3ECG (w/o pruning)

80.1F1 Score

6

Feb 26, 2026

LightX3ECG (w/o pruning)

97.22F1 Score

6

Feb 26, 2026

0.937AUROC

5

Jun 8, 2026

96.6Macro AUROC

5

May 11, 2026

88.3Macro AUROC

5

May 11, 2026

81.5Macro AUROC

5

May 11, 2026

81.3Macro AUROC

5

May 11, 2026

81.9Macro AUROC

5

May 11, 2026

Chaoyang Hospital (test)

83.3Accuracy

5

Mar 30, 2026

Page 3 of 4

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