Table 1
Summary of results obtained from the proposed model and other basic models.
| Training | Validation | ||
|---|---|---|---|
| FAR | CNN | 0.001 | 0.003 |
| LSTM | 0.000 | 0.004 | |
| GRU | 0.000 | 0.004 | |
| 1D-CNN | 0.000 | 0.003 | |
| FRR | CNN | 0.047 | 0.257 |
| LSTM | 0.021 | 0.306 | |
| GRU | 0.038 | 0.335 | |
| 1D-CNN | 0.019 | 0.245 | |
| F1 score | CNN | 0.953 | 0.743 |
| LSTM | 0.979 | 0.694 | |
| GRU | 0.962 | 0.665 | |
| 1D-CNN | 0.981 | 0.755 | |
| EER | CNN | 0.024 | 0.130 |
| LSTM | 0.01 | 0.155 | |
| GRU | 0.019 | 0.169 | |
| 1D-CNN | 0.009 | 0.124 | |
| Time (s) | CNN | 67.12 | 0.020 |
| LSTM | 36.50 | 0.020 | |
| GRU | 34.88 | 0.012 | |
| 1D-CNN | 75.52 | 0.022 | |
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