Table 1.
Layer | Operation | Output | Parameters # |
---|---|---|---|
Input (C ×256) | C ×256 ×1 | – | |
1 | 15 × Conv2D (C ×25) | 1 ×232 ×15 | 1,515 |
Batch Normalization | 1 ×232 ×15 | 60 | |
2 | MaxPool2D (1 ×4) | 1 ×58 ×15 | 0 |
Dropout (0.2) | 1 ×58 ×15 | 0 | |
3 | 15 × Conv2D (1 ×11) | 1 ×48 ×15 | 2,490 |
Batch Normalization | 1 ×48 ×15 | 60 | |
4 | MaxPool2D (1 ×4) | 1 ×12 ×15 | 0 |
Dropout (0.2) | 1 ×12 ×15 | 0 | |
5 | 10 × Conv2D (1 ×5) | 1 ×8 ×10 | 760 |
Batch Normalization | 1 ×8 ×10 | 40 | |
Dropout (0.2) | 1 ×8 ×10 | 0 | |
6 | Dense (8) | 8 | 648 |
7 | Dense (4) | 4 | 36 |
8 | Sigmoid | 1 | 5 |
C, Number of channels.