ISRUC
Benchmarks
TaskDatasetSOTA resultTrendResults
ISRUC
63.46Kappa
32
ISRUC (Target Domain III)
78.02Accuracy
20
ISRUC S3 (test)
79.8Accuracy
16
ISRUC
80.02Accuracy
14
ISRUC (test)
82.4Accuracy
14
ISRUC
80.6Balanced Accuracy
13
ISRUC
79.41Balanced Accuracy
13
ISRUC 5-Class (test)
79.97Balanced Accuracy
10
ISRUC
77.6Accuracy
10
ISRUC_S1 5-Class
0.748Cohen's Kappa
10
ISRUC S3 5-Class (test)
0.767Cohen's Kappa
10
ISRUC S3
85.37Accuracy
9
ISRUC S3 (leave-one-subject-out cross-validation)
78.53Accuracy
9
ISRUC
74.76Macro F1
8
ISRUC (same cohort)
92.4Sensitivity (Wake)
8
ISRUC-S3
82.41Accuracy
7
ISRUC EEG
96.98Mean Accuracy
5
ISRUC
92.83Mean AUC
5
ISRUC S3
78.56Balanced Accuracy
5
ISRUC EEG → ECG
80.13Balanced Accuracy
5
ISRUC ECG → EEG
0.659Balanced Accuracy
5
ISRUC ECG (Old) → EEG (New) (test)
65.92BAcc
5
ISRUC EEG (Old) → ECG (New) (test)
80.13BAcc
5
isruc-sg3 (test)
77Macro F1
4
isruc-sg2 (test)
74Macro F1
4