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Sleep Stage Classification research benchmarks – Page 3 · SOTA2 Research

Sleep Stage Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SHHS, MrOS, and CFS average (test)

85.4AUC

5

Jul 2, 2026

MASS (Montreal Archive of Sleep Studies) (SS3 only)

83Overall Accuracy

5

Feb 26, 2026

69.8Accuracy

4

Feb 26, 2026

Sleep Stage Classification (Overall)

93Precision

4

Feb 26, 2026

82.2F1-score

3

Jun 1, 2026

Sleep-EDF Database Expanded (final 200 rounds)

72.6Accuracy

3

May 12, 2026

Our Pretrained Model

79Macro F1

2

Feb 26, 2026

0.79Macro F1

2

Feb 26, 2026

77Macro F1

2

Feb 26, 2026

Our Pretrained Model

81Macro F1

2

Feb 26, 2026

Our Pretrained Model

78Macro F1

2

Feb 26, 2026

0.85Macro F1

2

Feb 26, 2026

Our Pretrained Model

86Macro F1

2

Feb 26, 2026

Page 3 of 3

Popular datasets

SHHS Sleep-EDF ISRUC SleepEDF ISRUC-Sleep

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