Sleep Stage Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
87.98Accuracy
12
Feb 26, 2026
85.01Accuracy
12
Feb 26, 2026
92.6Macro F1 Score
11
May 11, 2026
91.78Macro F1 Score
11
May 11, 2026
83.41Macro F1 Score
11
May 11, 2026
89.03Average Accuracy
11
May 11, 2026
92.99Accuracy
11
May 11, 2026
83MF1
11
Feb 26, 2026
79.97Balanced Accuracy
10
May 13, 2026
82Macro F1
10
Mar 4, 2026
81Macro F1
10
Mar 4, 2026
87.86Accuracy (ACC)
9
Jul 7, 2026
1,552Parameters
9
Mar 25, 2026
2,740Parameters
9
Mar 25, 2026
88.3Overall F1 Score
9
Feb 26, 2026
0.899F1 Score
9
Feb 26, 2026
75.64Accuracy
8
May 12, 2026
79.96Accuracy
8
May 12, 2026
92.4Sensitivity (Wake)
8
Feb 26, 2026
88.9Accuracy
7
May 19, 2026
8,517Parameters
7
Mar 25, 2026
82.41Accuracy
7
Feb 26, 2026
79.2ROC-AUC
6
May 13, 2026
73.75Accuracy
6
Feb 26, 2026
86.42Accuracy (ACC)
5
Jul 7, 2026