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Papers Benchmarks Datasets Tasks

Sleep Staging research benchmarks – Page 3 · SOTA2 Research

Sleep Staging

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SHHS FULL CHANNELS (test)

88.6Accuracy

4

Feb 26, 2026

0.74Macro F1

4

Feb 26, 2026

80Macro F1

4

Feb 26, 2026

74Macro F1

4

Feb 26, 2026

isruc-sg3 (test)

77Macro F1

4

Feb 26, 2026

isruc-sg2 (test)

74Macro F1

4

Feb 26, 2026

isruc-sg1 (test)

78Macro F1

4

Feb 26, 2026

79Macro F1

4

Feb 26, 2026

dodh hold-out (test)

0.84Macro F1

4

Feb 26, 2026

sof in-distribution (test)

0.79Macro F1 (Mean)

4

Feb 26, 2026

shhs in-distribution (test)

0.8Macro F1

4

Feb 26, 2026

sedf-st in-distribution (test)

0.79Macro F1 (Mean)

4

Feb 26, 2026

sedf-sc in-distribution (test)

0.81Macro F1

4

Feb 26, 2026

phys in-distribution (test)

79Macro F1 Score

4

Feb 26, 2026

mros in-distribution (test)

78Macro F1

4

Feb 26, 2026

mesa in-distribution (test)

80Macro F1

4

Feb 26, 2026

hpap in-distribution (test)

0.79Macro F1

4

Feb 26, 2026

dcsm in-distribution (test)

81Macro F1

4

Feb 26, 2026

chat in-distribution (test)

86Macro F1 (Mean)

4

Feb 26, 2026

cfs in-distribution (test)

0.83Macro F1 Score

4

Feb 26, 2026

ccshs in-distribution (test)

0.87Macro F1

4

Feb 26, 2026

abc in-distribution (test)

0.8macro F1 (Mean)

4

Feb 26, 2026

Our Pretrained Model

81Macro F1

4

Feb 26, 2026

0.823Cohen's Kappa

4

Feb 26, 2026

iSLEEPS Patient Cohort

SE-ResNet plus Bi-LSTM

74.7Accuracy

3

Mar 26, 2026

Page 3 of 4

Popular datasets

SHHS ISRUC MaSS SleepEDF Sleep-EDF

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