Research Article

A Semi-supervised Deep Learning Method for Cervical Cell Classification

Table 5

Network structures of VGG.

ConvNet configuration
AA-LRNBCDE

11 weight layers11 weight layers13 weight layers16 weight layers16 weight layers19 weight layers
Input ( RGB image)
Conv3-64Conv3-64 LRNConv3-64 Conv3-64Conv3-64 Conv3-64Conv3-64 Conv3-64Conv3-64 Conv3-64
Maxpool
Conv3-128Conv3-128Conv3-128 Conv3-128Conv3-128 Conv3-128Conv3-128 Conv3-128Conv3-128 Conv3-128
Maxpool
Conv3-256 Conv3-256Conv3-256 Conv3-256Conv3-256 Conv3-256Conv3-256 Conv3-256 Conv1-256Conv3-256 Conv3-256 Conv3-256Conv3-256 Conv3-256 Conv3-256 Conv3-256
Maxpool
Conv3-512 Conv3-512Conv3-512 Conv3-512Conv3-512 Conv3-512Conv3-512 Conv3-512 Conv1-512Conv3-512 Conv3-512 Conv3-512Conv3-512 Conv3-512 Conv3-512 Conv3-512
Maxpool
Conv3-512 Conv3-512Conv3-512 Conv3-512Conv3-512 Conv3-512Conv3-512 Conv3-512 Conv1-512Conv3-512 Conv3-512 Conv3-512Conv3-512 Conv3-512 Conv3-512 Conv3-512
Maxpool
FC-4096
FC-4096
FC-1000
Soft-max