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. 2023 Feb 25;40(1):27–34. [Article in Chinese] doi: 10.7507/1001-5515.202204052

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] (Inline graphic).

基于卷积注意力网络和文献[14, 25-26]中网络模型的觉醒事件自动检测平均结果(Inline graphic

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