表 2. Average results comparison of automatic detection of arousal events based on the convolutional self-attention model and the models in references [14, 25-26] (
).
网络模型 | 准确率(%) | F1分数(%) | AUPRC(%) | AUROC(%) |
卷积注意力网络 | 81.9 ± 5.0 | 74.9 ± 12.6 | 68.1 ± 17.2 | 78.9 ± 6.5 |
DRCNN | 80.5 ± 5.2 | 69.4 ± 13.0 | 62.5 ± 19.8 | 65.1 ± 8.2 |
DeepSleep 2.0 | 75.3 ± 6.7 | 68.0 ± 13.3 | 60.1 ± 21.4 | 63.4 ± 11.7 |
DNNs | 78.6 ± 6.1 | 72.6 ± 11.4 | 65.3 ± 19.6 | 70.2 ± 9.5 |