Sleep Stage Classification on SHHS1 (test)
88.32AccuracyADAADL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADAADLInput representation=1D EEG2026.05 | 88.32 | — | — | |
| STDA-NetInput representation=2D EEG spectrogram2026.05 | 87.69 | — | — | |
| ADJLDAInput representation=1D EEG2026.05 | 86.32 | — | — | |
| SleepMaMiCategory=Sleep Foundation model, Evaluation Protocol=Linear Probing2026.02 | 81.9 | 74.1 | 70 | |
| MOMENT-BaseCategory=Time series Foundation model, Evaluation Protocol=Linear Probing2026.02 | 79.4 | 65.6 | 70 | |
| ADASTInput representation=1D EEG2026.05 | 77.53 | — | — | |
| SleepFM-DiseaseCategory=Sleep Foundation model, Evaluation Protocol=Linear Probing2026.02 | 69.7 | 56.3 | 55.9 | |
| Deep CORALInput representation=1D EEG2026.05 | 69.53 | — | — | |
| ADDAInput representation=1D EEG2026.05 | 69.02 | — | — | |
| DIRT-TInput representation=1D EEG2026.05 | 68.73 | — | — | |
| DANNInput representation=1D EEG2026.05 | 68.72 | — | — | |
| MDDAInput representation=1D EEG2026.05 | 68.15 | — | — | |
| DSANInput representation=1D EEG2026.05 | 67.43 | — | — | |
| CDANInput representation=1D EEG2026.05 | 66.19 | — | — | |
| UniTSCategory=Time series Foundation model, Evaluation Protocol=Linear Probing2026.02 | 64.2 | 59.2 | 53.3 |