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 |