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Papers Benchmarks Datasets Tasks

Sleep Stage Classification research benchmarks – Page 2 · SOTA2 Research

Sleep Stage Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SHHS 5% labeled data 1.0 (test)

SynthSleepNet+TCM

87.98Accuracy

12

Feb 26, 2026

SHHS 1% labeled data 1.0 (test)

SynthSleepNet+TCM

85.01Accuracy

12

Feb 26, 2026

SHHS-2 to SHHS-1 (cross-dataset)

92.6Macro F1 Score

11

May 11, 2026

SHHS-2 to Sleep-EDF (cross-dataset)

91.78Macro F1 Score

11

May 11, 2026

SHHS-1 to SHHS-2 (cross-dataset)

83.41Macro F1 Score

11

May 11, 2026

Cross-Dataset Suite (Sleep-EDF, SHHS-1, SHHS-2) Combined (test)

89.03Average Accuracy

11

May 11, 2026

Sleep-EDF SHHS-1 (test)

92.99Accuracy

11

May 11, 2026

Our Pretrained Model

83MF1

11

Feb 26, 2026

ISRUC 5-Class (test)

79.97Balanced Accuracy

10

May 13, 2026

82Macro F1

10

Mar 4, 2026

Our Pretrained Model

81Macro F1

10

Mar 4, 2026

87.86Accuracy (ACC)

9

Jul 7, 2026

Sleep-EDF Multivariate Mode

1,552Parameters

9

Mar 25, 2026

ISRUC-S3 Multivariate Mode

2,740Parameters

9

Mar 25, 2026

88.3Overall F1 Score

9

Feb 26, 2026

0.899F1 Score

9

Feb 26, 2026

Frozen (w/o Positional Encoding)

75.64Accuracy

8

May 12, 2026

Frozen (w/o Positional Encoding)

79.96Accuracy

8

May 12, 2026

ISRUC (same cohort)

Human Expert Agreement

92.4Sensitivity (Wake)

8

Feb 26, 2026

88.9Accuracy

7

May 19, 2026

Univariate Mode

MSA-CNN (small)

8,517Parameters

7

Mar 25, 2026

82.41Accuracy

7

Feb 26, 2026

79.2ROC-AUC

6

May 13, 2026

Multiple PSG Datasets Average

73.75Accuracy

6

Feb 26, 2026

private dataset

86.42Accuracy (ACC)

5

Jul 7, 2026

Page 2 of 3

Popular datasets

SHHS Sleep-EDF ISRUC SleepEDF ISRUC-Sleep

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