Sleep Stage Classification on EDF ST
75.64AccuracyFrozen (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 | 75.64 | 75.28 | |
| Two-stage supervised (w/ Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=True2026.05 | 75.56 | 74.97 | |
| Two-stage supervised (w/o Positional Encoding)Training Regime=Sequence-level Supervised Encoder, Positional Encoding=False2026.05 | 75.15 | 74.51 | |
| One-stage supervisedTraining Regime=Sequence-level Frozen Encoder2026.05 | 74.22 | 73.83 | |
| Frozen (w/ Positional Encoding)Training Regime=Sequence-level Frozen Encoder, Positional Encoding=True, Encoder=Random sequence encoder2026.05 | 74 | 73.75 | |
| Random TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 69.62 | 67.34 | |
| Supervised TransformerTraining Regime=Random vs. Trained Transformer2026.05 | 68.05 | 66.95 | |
| NoneTraining Regime=Random vs. Trained Transformer, Encoder=None2026.05 | 65.76 | 63.29 |