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. 2022 Mar 4;12:703797. doi: 10.3389/fneur.2021.703797

Table 1.

Architecture of the proposed CNN.

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.