| Paper | Code | Accuracy | Cohen’s Kappa score | Number of parameters (M) | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| An Attention-Based Deep Learning Approach for Sleep Stage Classification With Single-Channel EEG | ✓ Link | 84.4 | multi-head attention | 2021-04-28 | ||
| Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers | ✓ Link | 84.3 | 0.785 | 4.05 | Sequence Cross-Modal Transformer-15 | 2022-08-15 |
| Time-Series Representation Learning via Temporal and Contextual Contrasting | ✓ Link | 83.0 | TS-TCC | 2021-06-26 | ||
| Toward Interpretable Sleep Stage Classification Using Cross-Modal Transformers | ✓ Link | 80.8 | 0.736 | 0.32 | Epoch Cross-Modal Transformer | 2022-08-15 |