Sleep Staging on SleepEDF-20 (± 30 mins)
86.4AccXSleepNet2
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XSleepNet2Input Modality=EEG-EOG2020.07 | 86.4 | 0.813 | 80.9 | 79.9 | 96.2 | |
| XSleepNet2Input Modality=EEG2020.07 | 86.3 | 0.813 | 80.6 | 80.2 | 96.4 | |
| XSleepNet1Input Modality=EEG2020.07 | 86 | 0.81 | 80 | 79.6 | 96.3 | |
| SeqSleepNetInput Modality=EEG-EOG2020.07 | 86 | 0.809 | 79.7 | 79.2 | 96.2 | |
| XSleepNet1Input Modality=EEG-EOG2020.07 | 85.2 | 0.798 | 79.8 | 79 | 95.9 | |
| SeqSleepNetInput Modality=EEG2020.07 | 85.2 | 0.798 | 78.4 | 78 | 96.1 | |
| Naive FusionInput Modality=EEG2020.07 | 85 | 0.795 | 78.8 | 78.3 | 96 | |
| U-timeInput Modality=EEG2020.07 | 83.9 | 0.78 | 77.6 | — | — | |
| IITNetInput Modality=EEG2020.07 | 83.9 | 0.771 | 78.7 | 78.6 | 95.5 | |
| FCNN+RNNInput Modality=EEG-EOG2020.07 | 83.5 | 0.775 | 77.7 | 77.2 | 95.5 | |
| Naive FusionInput Modality=EEG-EOG2020.07 | 83.4 | 0.773 | 77.8 | 77.1 | 95.5 | |
| FCNN+RNNInput Modality=EEG2020.07 | 81.8 | 0.754 | 75.6 | 75.7 | 95.3 | |
| DeepSleepNetInput Modality=EEG2020.07 | 81.8 | — | — | — | — |