Research Article
Research and Verification of Convolutional Neural Network Lightweight in BCI
| Layer name | Output size (number of parameters) | | | |
| Input | | | | | Convolution layer | | | | | Maximum pooling | | | | | NVM2 | | 16 | 16 | 64 | NVM3 | | 16 | 16 | 64 | Maximum pooling 3 | | | | | NVM | | 32 | 32 | 128 | NVM | | 32 | 32 | 128 | Maximum pooling 5 | | | | | NVM6 | | 48 | 48 | 192 | NVM7 | | 48 | 48 | 192 | NVM8 | | 64 | 64 | 256 | Maximum pooling 9 | | | | | NVM11 | | 64 | 64 | 256 | NVM12 | | 64 | 64 | 256 | NVM13 | | 64 | 64 | 256 | Average pooling | | | | | Full connection | Classification number | | | | SoftMax-Center Loss | Classification number | | | |
|
|