Sleep Stage Classification on EDF-20
79.96AccuracyFrozen (w/o Positional Encoding)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Frozen (w/o Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=False, Encoder=Random sequence encoder2026.05 | 79.96 | 79.13 | |
| Two-stage supervised (w/o Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=False2026.05 | 79.45 | 78.57 | |
| Frozen (w/ Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=True, Encoder=Random sequence encoder2026.05 | 79.41 | 78.82 | |
| Two-stage supervised (w/ Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=True2026.05 | 78.74 | 77.71 | |
| Supervised TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 77.29 | 75.9 | |
| One-stage supervisedTraining Regime=Sequence-level Frozen Encoder2026.05 | 75.69 | 74.6 | |
| Random TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 72.87 | 70.55 | |
| NoneTraining Regime=Random vs. Trained Transformer, Encoder=None2026.05 | 67.96 | 65.08 |