Sleep-EDF
Benchmarks
TaskDatasetSOTA resultTrendResults
Sleep-EDF 5-Modal (test)
43Accuracy
40
Sleep-EDFX
85.24Accuracy (ACC)
36
Sleep-EDF
94.4Accuracy
27
Sleep EDF Drop 6 Channel
98.04PRD
24
Sleep EDF Drop 3 Channel
96.75PRD
24
Sleep EDF Drop 1 Channel
96.88PRD
24
Sleep-EDF SC 20
81.7Macro F1
19
Sleep-EDF-SC EEG
78.8Macro F1
18
Sleep-EDF (test)
54.19Accuracy
16
Sleep-EDF-20 (test)
84.4Accuracy
16
Sleep-EDF 5,000 samples (test)
85.19Accuracy
15
Sleep-EDF Independent Training and Test Sets (subject-wise)
80.5MF1
13
Sleep-EDF (5,000)
86.281Latency (s)
12
Sleep-EDF SHHS-1 (test)
92.99Accuracy
11
Sleep-EDF ST
83MF1
11
Sleep-EDF Multivariate Mode
1,552Parameters
9
Sleep-EDFx
73.33Macro F1
8
Sleep-EDF (test)
77.07Accuracy
6
Sleep-EDF (test)
83.41Accuracy
6
Sleep-EDF
82.2F1-score
3
Sleep-EDF Database Expanded (final 200 rounds)
72.6Accuracy
3
Sleep-EDF Non-independent Training and Test Sets (epoch-wise)
91.3ACC
3
Sleep-EDF-ST EEG-EOG-EMG
80.6Accuracy
2
Sleep-EDF 13
0.45$L^A$
1
Sleep-EDF 10
0.354L^A
1