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Benchmarks
Sleep Stage Classification on SleepEDF
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93.9
Accuracy
FGNO
19.956
39.153
58.35
77.547
Feb 12, 2026
Accuracy
Macro F1
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Macro F1
FGNO
Percentage of labeled...
2026.02
93.9
89.1
FGNO
Percentage of labeled...
2026.02
93.5
89
Supervised
Percentage of labeled...
2026.02
83.4
74.8
TS-TCC
Percentage of labeled...
2026.02
83
73.5
CPC
Percentage of labeled...
2026.02
82.8
73.9
SimCLR
Percentage of labeled...
2026.02
78.9
68.6
TS-TCC
Percentage of labeled...
2026.02
77
70.9
CPC
Percentage of labeled...
2026.02
76.3
70.5
SSL-ECG
Percentage of labeled...
2026.02
74.6
65.4
SSL-ECG
Percentage of labeled...
2026.02
73.4
65.3
SimCLR
Percentage of labeled...
2026.02
64.2
61.9
Supervised
Percentage of labeled...
2026.02
60.5
54.8
Random Initialization
Percentage of labeled...
2026.02
35.6
23.8
Random Initialization
Percentage of labeled...
2026.02
22.8
22.8
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