Automatic Sleep Scoring on SHHS
0.868AccuracySors
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SorsArchitecture=CNN, Channel=C4-A1, Input=Raw Signal, Approach=Many-to-One, Sequence Length=4 (2 past, 1 future), Subjects=57282019.02 | 0.868 | 0.785 | 0.81 | 0.914 | 0.427 | 0.88 | 0.849 | 0.854 | |
| IITNetArchitecture=CNN + RNN, Channel=C4-A1, Input=Raw Signal, Approach=Many-to-One, Sequence Length=10 (9 past), Subjects=57912019.02 | 0.867 | 0.798 | 0.81 | 0.901 | 0.481 | 0.884 | 0.852 | 0.872 | |
| IITNetArchitecture=CNN + RNN, Channel=C4-A1, Input=Raw Signal, Approach=Many-to-One, Sequence Length=4 (3 past), Subjects=57912019.02 | 0.863 | 0.788 | 0.81 | 0.9 | 0.452 | 0.882 | 0.849 | 0.859 | |
| IITNetArchitecture=CNN + RNN, Channel=C4-A1, Input=Raw Signal, Approach=One-to-One, Sequence Length=1, Subjects=57912019.02 | 0.836 | 0.718 | 0.77 | 0.887 | 0.213 | 0.861 | 0.849 | 0.781 |