Sleep Stage Classification on SHHS 1% labeled data 1.0 (test)
85.01AccuracySynthSleepNet+TCM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 85.01 | 78.34 | 0.79 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 84.71 | 76.48 | 0.79 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 83.77 | 75.74 | 0.78 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 78.04 | 65.61 | 0.7 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 77.29 | 65.13 | 0.69 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 76.8 | 65.48 | 0.68 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 71.73 | 62.89 | 0.62 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 70.14 | 61.49 | 0.6 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 66.16 | 60.2 | 0.56 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 61.44 | 53.49 | 0.49 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 60.75 | 52.9 | 0.48 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + ECG12025.02 | 48.68 | 42.6 | 0.33 |