Sleep Staging on SHHS EEG & EOG & EMG (test)
89.1AccuracyXSleepNet1
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| XSleepNet1Model Category=Specialized (non-FM) Model2026.02 | 89.1 | 0.85 | 82.3 | 81.2 | 96.9 | — | — | — | — | — | |
| XSleepNet2Model Category=Specialized (non-FM) Model2026.02 | 89.1 | 0.85 | 82.2 | 81.4 | 96.9 | — | — | — | — | — | |
| sleep2vecModel Category=Foundation Model2026.02 | 88.3 | 0.83 | 78.7 | 77.9 | 96.8 | 94.5 | 40.6 | 87.8 | 79.8 | 89 | |
| SeqSleepNetModel Category=Specialized (non-FM) Model2026.02 | 87.2 | 0.82 | 80.2 | 78.7 | 96.3 | 91.8 | 49.1 | 88.2 | 83.5 | 88.2 | |
| SleepFMModel Category=Foundation Model, reproduced baseline=true2026.02 | 87 | 0.82 | 78 | 77.8 | 96.4 | 93.6 | 40.7 | 86.8 | 77.8 | 90.9 | |
| Olesen et al.Model Category=Specialized (non-FM) Model2026.02 | 85.8 | 0.79 | — | — | — | — | — | — | — | — |