Table 3.
Comparisons of different experimental configurations.
| Methods | Batch size | Learning rate | Epoch | Optimizer | Activation function | Dropout | Test loss | Test accuracy |
|---|---|---|---|---|---|---|---|---|
| Proposed model | 8 | 0.0002 | 50 | Nadam | ReLu | 0.1 | 0.4683 | 95.54% |
| 16 | 0.0001 | 50 | Adam | H-swish | 0.5 | 0.3297 | 94.73% | |
| 32 | 0.0002 | 100 | Nadam | ReLu | 0.2 | 0.2971 | 95.89% | |
| 8 | 0.0001 | 80 | Adam | ReLu | 0.3 | 0.4508 | 93.85% | |
| 16 | 0.0002 | 50 | Adam | H-swish | 0.2 | 0.1929 | 99.21% | |
| Experimental settings | 16 | 0.0002 | 50 | Adam | H-swish | 0.2 | – | – |