Table 2 Performance variation of the Inter-epoch ViT with changes in the length of the multi-epoch sequence (l)
From: Explainable vision transformer for automatic visual sleep staging on multimodal PSG signals
Database | Input Length (l) | Overall metrics | Class-wise MF1 | ||||||
|---|---|---|---|---|---|---|---|---|---|
Acc. | MF1 | WF1 | W | N1 | N2 | N3 | REM | ||
KISS | 5 | 82.51 | 81.61 | 82.40 | 88.91 | 64.36 | 82.44 | 82.13 | 90.20 |
10 | 82.49 | \(\underline{{\bf{81.94}}}\) | 82.52 | 88.76 | 65.95 | 81.94 | 82.70 | 90.35 | |
15 | 82.47 | 81.75 | 82.43 | 88.79 | 65.05 | 82.16 | 82.52 | 90.26 | |
20 | 82.40 | 81.83 | 82.49 | 88.85 | 65.69 | 82.11 | 82.25 | 90.27 | |
25 | 82.44 | 81.67 | 82.40 | 88.85 | 64.58 | 82.27 | 82.36 | 90.32 | |
