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SHHS

Benchmarks

Task NameDataset NameSOTA ResultTrend
Sleep Stage ClassificationSHHS (test)
Accuracy89.89
54
Sleep StagingSHHS 1 (test)
Accuracy89.5
42
Hypopnea DetectionSHHS (test)
Accuracy89.6
38
Apnea DetectionSHHS (test)
ACC99.75
38
Sleep Stage ClassificationSHHS
F1 Weighted93.4
36
Sleep stage classificationSHHS-2 SHHS-1 (test)
Accuracy92.79
22
Sleep stage classificationSHHS Sleep-EDF 2 (test)
Accuracy93.29
22
Sleep StagingSHHS Target Domain IV
Accuracy76.03
20
Central Apnea DetectionSHHS
AUC97.7
15
Oxygen Desaturation DetectionSHHS
AUC83.7
15
Hypopnea DetectionSHHS
AUC87.6
15
Arousal DetectionSHHS
AUC95.7
15
Sleep StagingSHHS
AUC97.9
15
Sleep stage classificationSHHS1 (test)
Accuracy88.32
15
Hypopnea DetectionSHHS 5% labeled data 1.0 (test)
Accuracy77.52
12
Apnea DetectionSHHS 5% labeled data 1.0 (test)
Accuracy99.37
12
Sleep Stage ClassificationSHHS 5% labeled data 1.0 (test)
Accuracy87.98
12
Hypopnea DetectionSHHS 1% labeled data 1.0 (test)
Accuracy (ACC)76.93
12
Apnea DetectionSHHS 1% labeled data 1.0 (test)
Accuracy99.35
12
Sleep Stage ClassificationSHHS 1% labeled data 1.0 (test)
Accuracy85.01
12
Sleep stage classificationSHHS-2 to SHHS-1 (cross-dataset)
Macro F1 Score92.6
11
Sleep stage classificationSHHS-2 to Sleep-EDF (cross-dataset)
Macro F1 Score91.78
11
Sleep stage classificationSHHS-1 to SHHS-2 (cross-dataset)
Macro F1 Score83.41
11
Brain DecodingSHHS
Balanced Accuracy74
9
Sleep StagingSHHS EEG (test)
Overall Accuracy87.7
9
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