Hypopnea Detection on SHHS 1% labeled data 1.0 (test)
76.93Accuracy (ACC)SynthSleepNet+TCM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 76.93 | 60.34 | 0.25 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 75.4 | 59.03 | 0.24 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 74.05 | 57.44 | 0.21 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 69.98 | 54.32 | 0.17 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 65.93 | 50.82 | 0.12 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 63.87 | 49.33 | 0.1 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 60.08 | 46.46 | 0.07 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + ECG12025.02 | 55.23 | 43.16 | 0.04 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 55.07 | 42.49 | 0.02 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 50.95 | 39.77 | 0 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 50.34 | 39.5 | 0 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 50.22 | 39.65 | 0.01 |