Table 8 Accuracy and loss values of models.
Model | Training | Validation | ||
|---|---|---|---|---|
Accuracy (%) | Loss | Accuracy (%) | Loss | |
LSTM | 94.46 | 0.17 | 95.57 | 0.15 |
GRU | 96.45 | 0.11 | 99.28 | 0.02 |
Bidirectional LSTM + GRU | 95.77 | 0.13 | 98.27 | 0.06 |
Simple RNN + Bidirectional GRU | 92.07 | 0.25 | 97.48 | 0.08 |
Simple RNN + Bidirectional LSTM | 94.03 | 0.17 | 97.83 | 0.07 |
InceptionResNetV2 | 95.61 | 0.29 | 94.56 | 0.64 |
CNN | 96.62 | 0.09 | 95.96 | 0.15 |
