表 3. Quantitative comparison with mainstream methods on ISTRU-S1 dataset.
与主流方法在ISTRU-S1数据集的定量对比
| 模型 | 总体结果 | 各睡眠阶段的F1分数 | |||||||
| 准确率 | F1分数表 | Kappa系数 | W | N1 | N2 | N3 | REM | ||
| 文献[33] | 0.780 | 0.751 | 0.715 | 0.889 | 0.463 | 0.763 | 0.825 | 0.813 | |
| 文献[32] | 0.820 | 0.798 | 0.767 | 0.895 | 0.550 | 0.811 | 0.883 | 0.850 | |
| MSTGCN[22] | 0.809 | 0.787 | 0.752 | 0.893 | 0.531 | 0.799 | 0.867 | 0.844 | |
| 文献[30] | 0.813 | 0.787 | 0.757 | 0.908 | 0.512 | 0.799 | 0.871 | 0.844 | |
| 文献[31] | 0.820 | 0.797 | 0.768 | 0.908 | 0.534 | 0.808 | 0.880 | 0.855 | |
| 本文方法 | 0.824 | 0.799 | 0.769 | 0.898 | 0.581 | 0.812 | 0.884 | 0.847 | |