Open Access
Table 1
Detailed CNN structure for molecular detection as multi-label classification.
| Id. | Type | No. filters | Filter size | Stride | Padding | Activation | Spectral dimension |
|---|---|---|---|---|---|---|---|
| 1 | Conv | 16 | 5 | 3 | 3 | RELU | 35 000 |
| 2 | Conv | 16 | 3 | 3 | 1 | RELU | 11 668 |
| 3 | Conv | 32 | 5 | 1 | 1 | RELU | 3890 |
| 4 | Conv | 32 | 3 | 3 | 3 | LIN. | 3888 |
| 5 | Norm. | Group size: 1 | RELU | 3888 | |||
| 6 | Conv | 64 | 3 | 3 | 2 | LIN. | 1298 |
| 7 | Norm. | Group size: 2 | RELU | 1298 | |||
| 8 | Conv | 64 | 3 | 3 | 2 | RELU | 434 |
| 9 | Conv | 64 | 3 | 3 | 2 | LIN. | 146 |
| 10 | Norm. | Group size: 2 | RELU | 146 | |||
| 11 | Conv | 64 | 3 | 3 | 2 | LIN. | 50 |
| 12 | Norm. | Group size: 2 | RELU | 50 | |||
| 13 | Conv | 128 | 2 | 2 | 1 | RELU | 18 |
| 14 | Conv | 128 | 2 | 2 | 1 | RELU | 10 |
| Id. | Type | Nb. neurons | Dropout | Activation | Input size | ||
| 15 | Dense | 1024 | – | RELU | 769 | ||
| 16 | Dense | 1024 | 0.4 | RELU | 1025 | ||
| 17 | Dense | 20 | – | LOGISTIC | 1025 | ||
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