Apnea Detection on SHHS 1% labeled data 1.0 (test)
99.35AccuracySynthSleepNet+TCM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 99.35 | 72.94 | 0.46 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 99.23 | 71 | 0.42 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 99.09 | 68.96 | 0.38 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 98.88 | 66.6 | 0.33 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 96.51 | 55.98 | 0.13 | |
| SynthSleepNet+TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 95.78 | 54.64 | 0.11 | |
| SynthSleepNetTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 95.39 | 54.08 | 0.1 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 94.68 | 53.21 | 0.09 | |
| SleepFMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 93.48 | 52.02 | 0.07 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 83.64 | 46.93 | 0.02 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 79.34 | 45.32 | 0.02 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + ECG12025.02 | 78.1 | 44.8 | 0.01 |