Table 3.
CNN layered architecture
| Layer | Input size | Output size | Param number |
|---|---|---|---|
| Embedding | 1000 | 1000 × 100 | 25187700 |
| Conv1D | 1000 × 100 | 996 × 128 | 64128 |
| Maxpool | 996 × 128 | 199 × 128 | 0 |
| Conv1D | 199 × 128 | 195 × 128 | 82048 |
| Maxpool | 195 × 128 | 39 × 128 | 0 |
| Conv1D | 39 × 128 | 35 × 128 | 82048 |
| Maxpool | 35 × 128 | 1 × 128 | 0 |
| Flatten | 1 × 128 | 128 | 0 |
| Dense | 128 | 128 | 16512 |
| Dense | 128 | 2 | 258 |