Apnea Detection on SHHS (test)
99.75ACCSynthSleepNet + TCM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG2 + EMG1 + ECG12025.02 | 99.75 | 84.53 | 0.69 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG2 + ECG12025.02 | 99.69 | 82.36 | 0.65 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG1 + EOG1 + ECG12025.02 | 99.64 | 80.43 | 0.61 | |
| RAFNetTraining Type=Supervised, Modality=ECG12025.02 | 99.56 | 77.84 | 0.56 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG1 + EOG1 + ECG1, Linear Probing=true2025.02 | 99.54 | 77.35 | 0.55 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2 + EMG1 + ECG1, Linear Probing=true2025.02 | 99.46 | 78.96 | 0.58 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG1 + EOG1 + EMG12025.02 | 99.44 | 75.18 | 0.5 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2 + ECG1, Linear Probing=true2025.02 | 99.43 | 78.22 | 0.56 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2 + EMG1, Linear Probing=true2025.02 | 99.4 | 74.5 | 0.49 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG2 + EMG12025.02 | 99.37 | 73.46 | 0.47 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG1 + EOG1 + EMG1, Linear Probing=true2025.02 | 99.31 | 72.56 | 0.45 | |
| SleepFMBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG2 + EOG2 + ECG1, Linear Probing=true2025.02 | 99.29 | 71.89 | 0.44 | |
| MMASleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 98.82 | 65.6 | 0.31 | |
| DynamicSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 98.75 | 65.09 | 0.3 | |
| XSleepNetTraining Type=Supervised, Modality=EEG1 + EOG1 + EMG12025.02 | 98.69 | 64.2 | 0.29 | |
| CroSSLBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG2 + EOG1 + EMG1, Linear Probing=true2025.02 | 98.52 | 63.06 | 0.27 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2 + EOG2, Linear Probing=true2025.02 | 98.39 | 61.41 | 0.23 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG2 + EOG22025.02 | 98.38 | 62.43 | 0.25 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG2, Linear Probing=true2025.02 | 97.82 | 49.88 | -0.02 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EOG22025.02 | 96.96 | 56.75 | 0.15 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG1 + EOG12025.02 | 96.95 | 56.78 | 0.15 | |
| COCOABackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1 + EOG1 + EMG1, Linear Probing=true2025.02 | 96.81 | 56.36 | 0.14 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EEG1 + EOG1, Linear Probing=true2025.02 | 96.61 | 57.57 | 0.16 | |
| SynthSleepNetBackbone Architecture=NeuroNet, SSL Training Type=MP + CL, Modality (Count)=EOG2, Linear Probing=true2025.02 | 94.17 | 53.24 | 0.08 | |
| ContraWRBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 93.27 | 52.42 | 0.07 | |
| SynthSleepNet + TCMTraining Type=SSL, Modality=EEG22025.02 | 83.95 | 47 | 0.02 | |
| BioSig-UNetTraining Type=Supervised, Modality=EEG2 + EMG1 + ECG12025.02 | 82.33 | 53.52 | 0.18 | |
| BENDRBackbone Architecture=CNN + VIT, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 80.16 | 46.15 | 0.15 | |
| MVCCBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1 + EOG1, Linear Probing=true2025.02 | 80.14 | 44.99 | 0.08 | |
| NeuroNetBackbone Architecture=CNN + VIT, SSL Training Type=MP + CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 79.59 | 44.99 | 0.1 | |
| mulEEGBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 78.79 | 45.49 | 0.1 | |
| TS-TCCBackbone Architecture=CNN, SSL Training Type=CL, Modality (Count)=EEG1, Linear Probing=true2025.02 | 73.57 | 43.46 | 0.03 | |
| U-SleepTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 66.76 | 51.59 | 0.13 | |
| SalientSleepNetTraining Type=Supervised, Modality=EEG1 + EOG12025.02 | 65.93 | 51.18 | 0.13 | |
| AttnSleepTraining Type=Supervised, Modality=EEG12025.02 | 62.94 | 48.59 | 0.09 | |
| SleepExpertNetTraining Type=Supervised, Modality=EEG12025.02 | 62.76 | 48.59 | 0.1 | |
| TransSleepTraining Type=Supervised, Modality=EEG12025.02 | 58.33 | 42.81 | 0.05 | |
| IITNetTraining Type=Supervised, Modality=EEG12025.02 | 57.12 | 44 | 0.04 |