Table 2 MobileNet network structure.

From: Research on water seepage detection technology of tunnel asphalt pavement based on deep learning and digital image processing

 

Type

Stride

Filter shape

 

Conv

s2

3 × 3 × 3 × 32

 

Conv dw

s1

3 × 3 × 32

 

Conv

s1

1 × 1 × 32 × 64

 

Conv dw

s2

3 × 3 × 64

 

Conv

s1

1 × 1 × 64 × 128

 

Conv dw

s1

3 × 3 × 128

 

Conv

s1

1 × 1 × 128 × 128

 

Conv dw

s2

3 × 3 × 128

 

Conv

s1

1 × 1 × 128 × 256

 

Conv dw

s1

3 × 3 × 256

 

Conv

s1

1 × 1 × 256 × 256

 

Conv dw

s2

3 × 3 × 256

 

Conv

s1

1 × 1 × 256 × 512

5 × 

Conv dw

Conv

s1

s1

3 × 3 × 512

1 × 1 × 512 × 512

 

Conv dw

s2

3 × 3 × 512

 

Conv

s1

1 × 1 × 512 × 1024

 

Conv dw

s2

3 × 3 × 1024

 

Conv

s1

1 × 1 × 1024 × 1024

 

Avg Pool

s1

Pool 7 × 7

 

FC

s1

1024 × 1000

 

Softmax

s1

Classifier