Sleep Stage Classification on MASS (SS3 only)
83Overall AccuracyDeep CNN
Evaluation results
| Method | Links | |
|---|---|---|
| Deep CNNInput channel=6 EEG + 2 EOG + 3 EMG, Feature type=learned, Subjects=61 (SS3 only), Independent testing=yes2018.05 | 83 | |
| Random ForestsInput channel=F4-EOG (left), Feature type=hand-crafted, Subjects=62 (SS3 only), Independent testing=yes2018.05 | 81.7 | |
| Deep CNN + RNNInput channel=F4-EOG (left), Feature type=learned, Subjects=62 (SS3 only), Independent testing=yes2018.05 | 81.5 | |
| DNNInput channel=F4-EOG (left), Feature type=learned, Subjects=62 (SS3 only), Independent testing=yes2018.05 | 81.4 | |
| SVMInput channel=F4-EOG (left), Feature type=hand-crafted, Subjects=62 (SS3 only), Independent testing=yes2018.05 | 79.7 |