Hypopnea Detection on SHHS (test)
89.6AccuracySynthSleepNet + TCM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG2 + ECG12025.02 | 89.6 | 75.96 | 0.53 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG2 + EMG1 + ECG12025.02 | 89.32 | 75.47 | 0.52 | |
| RAFNetTraining Type=Supervised, Modality=ECG12025.02 | 88.95 | 74.96 | 0.51 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 88.53 | 74.07 | 0.49 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2 + EMG1 + ECG1, Linear Probing=true2025.02 | 87.97 | 73.24 | 0.48 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2 + ECG1, Linear Probing=true2025.02 | 83.77 | 67.95 | 0.38 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG2 + EMG12025.02 | 83.08 | 67.2 | 0.37 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 81.68 | 65.77 | 0.35 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2 + EMG1, Linear Probing=true2025.02 | 80.86 | 64.62 | 0.33 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG1 + EOG1 + ECG1, Linear Probing=true2025.02 | 80.7 | 64.65 | 0.33 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG1 + EOG1 + EMG1, Linear Probing=true2025.02 | 80.21 | 63.64 | 0.31 | |
| SleepFMBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG2 + EOG2 + ECG1, Linear Probing=true2025.02 | 79.14 | 62.5 | 0.29 | |
| DynamicSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 78.76 | 62.16 | 0.28 | |
| COCOABackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1 + EOG1 + EMG1, Linear Probing=true2025.02 | 78.76 | 62.24 | 0.29 | |
| CroSSLBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG2 + EOG1 + EMG1, Linear Probing=true2025.02 | 78.61 | 61.99 | 0.28 | |
| XSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 77.68 | 61.36 | 0.27 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EOG22025.02 | 77.17 | 60.53 | 0.26 | |
| BENDRBackbone Architecture=CNN + VIT, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 77.1 | 59.98 | 0.25 | |
| BioSig-UNetTraining Type=Supervised, Modality=EEG2 + EMG1 + ECG12025.02 | 76.95 | 49.34 | 0.2 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG22025.02 | 76.45 | 60.21 | 0.25 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2, Linear Probing=true2025.02 | 76.25 | 59.31 | 0.24 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EOG2, Linear Probing=true2025.02 | 76.04 | 59.34 | 0.24 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG22025.02 | 75.82 | 59.21 | 0.24 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 75.75 | 59.23 | 0.24 | |
| MMASleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 75.66 | 59.34 | 0.24 | |
| U-SleepTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 75.35 | 59.1 | 0.24 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 75.19 | 58.47 | 0.22 | |
| mulEEGBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 74.61 | 58.26 | 0.23 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2, Linear Probing=true2025.02 | 74.34 | 57.65 | 0.21 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG1 + EOG1, Linear Probing=true2025.02 | 73.94 | 57.33 | 0.21 | |
| NeuroNetBackbone Architecture=CNN + VIT, SSL Training Type=MP + CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 73.04 | 56.49 | 0.19 | |
| TS-TCCBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 72.6 | 55.96 | 0.19 | |
| ContraWRBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 72.48 | 55.98 | 0.19 | |
| AttnSleepTraining Type=Supervised, Modality=EEG12025.02 | 71.17 | 54.96 | 0.17 | |
| IITNetTraining Type=Supervised, Modality=EEG12025.02 | 71.15 | 55.11 | 0.18 | |
| SleepExpertNetTraining Type=Supervised, Modality=EEG12025.02 | 71 | 54.96 | 0.17 | |
| TransSleepTraining Type=Supervised, Modality=EEG12025.02 | 70.96 | 52.45 | 0.17 | |
| MVCCBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1 + EOG1, Linear Probing=true2025.02 | 59.46 | 45.78 | 0.06 |