Sleep Staging on Sleep-EDF-SC EEG-EOG
85.2AccuracySeqSleepNet+
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SeqSleepNet+Transfer learning=Finetuning2019.07 | 85.2 | 79.6 | 0.789 | |
| DeepSleepNet+Transfer learning=Finetuning2019.07 | 84.4 | 78.8 | 0.781 | |
| Multitask 1-max CNNTransfer learning=No2019.07 | 82.3 | 74.7 | 0.75 | |
| SeqSleepNet+Transfer learning=Scratch2019.07 | 82.2 | 74.1 | 0.746 | |
| SeqSleepNet+Transfer learning=Direct transfer2019.07 | 81.2 | 74.6 | 0.733 | |
| DeepSleepNet+Transfer learning=Scratch2019.07 | 80.8 | 74.2 | 0.731 | |
| 1-max CNNTransfer learning=No2019.07 | 79.8 | 72 | 0.72 | |
| Attentional RNNTransfer learning=No2019.07 | 79.1 | 69.8 | 0.7 | |
| DeepSleepNet+Transfer learning=Direct transfer2019.07 | 74.2 | 66.9 | 0.651 |