Sleep Stage Classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
89.89Accuracy
54
Feb 26, 2026
43Accuracy
40
Jun 16, 2026
93.4F1 Weighted
36
May 19, 2026
85.24Accuracy (ACC)
36
May 12, 2026
94.8F1 Score
35
May 19, 2026
0.853Accuracy (ACC)
34
May 19, 2026
94.4Accuracy
27
Apr 7, 2026
88.3AUROC
25
Jul 2, 2026
91.59Macro F1 Score
22
May 11, 2026
92.79Accuracy
22
May 11, 2026
93.29Accuracy
22
May 11, 2026
86.34F1 (Wake)
21
Feb 26, 2026
81.7Macro F1
19
Feb 26, 2026
79.8Accuracy
18
Apr 7, 2026
79.98Macro F1
17
May 11, 2026
84.4Accuracy
16
Mar 25, 2026
79.8Accuracy
16
Mar 25, 2026
87.6AUC
15
Jul 2, 2026
88.32Accuracy
15
May 11, 2026
80Accuracy
14
Feb 26, 2026
93.9Accuracy
14
Feb 26, 2026
79.41Balanced Accuracy
13
Mar 6, 2026
51.25Balanced Accuracy
12
Apr 29, 2026
83.95Accuracy
12
Feb 26, 2026
66.93Accuracy
12
Feb 26, 2026