Sleep Stage Classification on SHHS 5% labeled data 1.0 (test)
87.98AccuracySynthSleepNet+TCM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 87.98 | 82.12 | 0.83 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 87.41 | 81.92 | 0.83 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 83.6 | 75.73 | 0.77 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 80.92 | 71.13 | 0.74 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 80.5 | 69.29 | 0.73 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 79.79 | 69.08 | 0.72 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 73.27 | 64.31 | 0.64 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 71.87 | 62.9 | 0.62 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 68.93 | 62.5 | 0.6 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 67.3 | 58.88 | 0.56 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 66.87 | 58.4 | 0.55 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + ECG12025.02 | 51.67 | 45.53 | 0.37 |