Research Article

Research and Verification of Convolutional Neural Network Lightweight in BCI

Table 2

NVMNet structure table.

Layer nameOutput size (number of parameters)

Input
Convolution layer
Maximum pooling
NVM2161664
NVM3161664
Maximum pooling 3
NVM3232128
NVM3232128
Maximum pooling 5
NVM64848192
NVM74848192
NVM86464256
Maximum pooling 9
NVM116464256
NVM126464256
NVM136464256
Average pooling
Full connectionClassification number
SoftMax-Center LossClassification number