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Sleep Staging research benchmarks · SOTA2 Research

Sleep Staging

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Sleep-EDFx (Target Domain I)

77.3Accuracy

56

Apr 14, 2026

89.5Accuracy

42

Feb 26, 2026

94.5AUC

21

Mar 4, 2026

P Target Domain V 2018

74.66Accuracy

20

Apr 14, 2026

SHHS Target Domain IV

76.03Accuracy

20

Apr 14, 2026

ISRUC (Target Domain III)

78.02Accuracy

20

Apr 14, 2026

HMC Target Domain II

73.5Accuracy

20

Apr 14, 2026

Sleep-EDF-SC EEG

Sleep Transformer

78.8Macro F1

18

Feb 26, 2026

ZUAMHCS external (test)

81.8Accuracy

15

Mar 31, 2026

MASS-SS1 (test)

0.838Accuracy

15

Mar 31, 2026

97.9AUC

15

Mar 4, 2026

MROS SleepBench (OOD evaluation cohort)

97.9AUC

15

Mar 4, 2026

Proposed Method

89.72Accuracy

15

Feb 26, 2026

82.4Accuracy

14

Mar 6, 2026

Average (Sleep-EDFx, HMC, ISRUC, SHHS, P2018)

73.54Accuracy

13

Apr 14, 2026

SleepEDF-20 (± 30 mins)

86.4Acc

13

Feb 26, 2026

MASS SS3 Complete

85.2Macro F1

11

Feb 26, 2026

ISRUC S3 (leave-one-subject-out cross-validation)

78.53Accuracy

9

Apr 15, 2026

SHHS EEG (test)

SleepTransformer

87.7Overall Accuracy

9

Feb 26, 2026

Sleep-EDF-SC EEG-EOG

85.2Accuracy

9

Feb 26, 2026

SleepEDF (test)

70.11Balanced Acc

8

May 19, 2026

73.33Macro F1

8

Mar 4, 2026

74.76Macro F1

8

Mar 4, 2026

72.49Macro F1

8

Mar 4, 2026

81.04Macro F1

8

Mar 4, 2026

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