Table 4.
Comparison of different attention mechanisms.
Dataset Name | Methods | Accuracy | Recall | F1-Score |
---|---|---|---|---|
Dataset #1 | CNN+SE | 94.20% | 93.99% | 93.13% |
CNN+CEDS (Ours) | 94.71% | 94.67% | 93.98% | |
Dataset #2 | CNN+SE | 97.24% | 94.93% | 94.76% |
CNN+CEDS (Ours) | 97.67% | 95.51% | 95.37% | |
Dataset #3 | CNN+SE | 93.38% | 93.16% | 92.10% |
CNN+CEDS (Ours) | 95.09% | 95.26% | 94.45% | |
Dataset #4 | CNN+SE | 98.05% | 96.33% | 96.78% |
CNN+CEDS (Ours) | 98.58% | 97.38% | 97.81% | |
OU-ISIR | CNN+SE | 60.04% | 58.65% | 54.20% |
CNN+CEDS (Ours) | 97.16% | 96.96% | 96.20% |