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Papers Benchmarks Datasets Tasks

Sleep stage prediction research benchmarks · SOTA2 Research

Sleep stage prediction

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Proposed Method

86.41Accuracy

10

Feb 26, 2026

79.3Accuracy

8

Feb 26, 2026

SHHS to SOF (target)

81.1Accuracy

8

Feb 26, 2026

MESA to SHHS (target)

83.4Accuracy

8

Feb 26, 2026

85.3Accuracy

8

Feb 26, 2026

80Accuracy

8

Feb 26, 2026

SOF to SHHS target

80.1Accuracy

8

Feb 26, 2026

SOF Outside → (79,86] Domain Interpolation

73.6Accuracy

8

Feb 26, 2026

MESA Outside → (58,75] Domain Interpolation

84.7Accuracy

8

Feb 26, 2026

SHHS Outside → (52,75] Domain Interpolation

83.7Accuracy

8

Feb 26, 2026

SOF [75,82] → (82,90] Domain Extrapolation

76.7Accuracy

8

Feb 26, 2026

MESA [54,58] → (58,95] Domain Extrapolation

82.7Accuracy

8

Feb 26, 2026

SHHS [44,52] → (52,90] Domain Extrapolation

80.6Accuracy

8

Feb 26, 2026

Popular datasets

SHHS MESA SOF SleepEDF SOF to SHHS

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