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Papers Benchmarks Datasets Tasks

Sleep Staging research benchmarks – Page 2 · SOTA2 Research

Sleep Staging

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MESA, MROS1, MROS2, SHHS1, P2018 LODO Avg

69.37Macro F1

8

Mar 4, 2026

External Target Domains (unseen)

76.88ABC

8

Mar 4, 2026

Sleep Source Domains (leave-one-domain-out (LODO))

81.38Average Accuracy

8

Mar 4, 2026

MESA Target Domain V (test)

76.1Accuracy

8

Mar 4, 2026

MROS2 Target Domain IV (test)

87.7Accuracy (ACC)

8

Mar 4, 2026

MROS1 Target Domain III (test)

86.23Accuracy

8

Mar 4, 2026

P Target Domain 2018 II (test)

77.58Accuracy

8

Mar 4, 2026

SHHS1 Target Domain (test)

81.18Accuracy

8

Mar 4, 2026

0.816Accuracy

8

Feb 26, 2026

97AUC

7

Mar 4, 2026

95.9AUC

7

Mar 4, 2026

98.4AUC

7

Mar 4, 2026

98.1AUC

7

Mar 4, 2026

95.8AUC

7

Mar 4, 2026

97.9AUC

7

Mar 4, 2026

98.6AUC

7

Mar 4, 2026

SleepEDF Healthy Cohort 20

SE-ResNet plus Bi-LSTM

87.5Accuracy

6

Mar 26, 2026

SHHS EEG & EOG & EMG (test)

89.1Accuracy

6

Feb 26, 2026

Sleep-EDF (test)

77.07Accuracy

6

Feb 26, 2026

0.791Macro F1

6

Feb 26, 2026

78.56Balanced Accuracy

5

Jun 19, 2026

41.48Balanced Accuracy

5

May 15, 2026

SleepEDF-78 Healthy Cohort

SE-ResNet plus Bi-LSTM

83.8Accuracy

5

Mar 26, 2026

SHHS IBI & RESP (test)

83Accuracy

5

Feb 26, 2026

SHHS Healthy Cohort

SE-ResNet plus Bi-LSTM

87.8Accuracy

4

Mar 26, 2026

Page 2 of 4

Popular datasets

SHHS ISRUC MaSS SleepEDF Sleep-EDF

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