Type

Filter shape/Stride

Output Size

Input

−

224 × 224 × 3

PL-SE-Module

$\left[\begin{array}{c}3\times 3dw/4,1\times 1/1\\ 5\times 5dw/4,1\times 1/1\\ 3\times 3maxpool/4\end{array}\right],1\times 1/1$

56 × 56 × 96

3×PL-SE-Module

$\left[\begin{array}{c}3\times 3dw/1,1\times 1/1\\ 5\times 5dw/1,1\times 1/1\\ 3\times 3maxpool/1\end{array}\right],1\times 1/1$

56 × 56 × 96

SR-SE-Module

$\left[\begin{array}{c}3\times 3dw/2,1\times 1/1\\ 3\times 3maxpool/2\end{array}\right]$

28 × 28 × 96

PL-SE-Module

$\left[\begin{array}{c}3\times 3dw/1,1\times 1/1\\ 5\times 5dw/1,1\times 1/1\\ 3\times 3maxpool/1\end{array}\right],1\times 1/1$

28 × 28 × 128

SR-SE-Module

$\left[\begin{array}{c}3\times 3dw/2,1\times 1/1\\ 3\times 3maxpool/2\end{array}\right]$

14 × 14 × 128

Inception-SE-Module

$\left[\begin{array}{c}3\times 3maxpool/1,1\times 1/1\\ 1\times 1/1,3\times 3/1\\ 1\times 1/1,3\times 3/1,3\times 3/1\\ 1\times 1/1\end{array}\right]$

14 × 14 × 128

2×PL-SE-Module

$\left[\begin{array}{c}3\times 3dw/1,1\times 1/1\\ 5\times 5dw/1,1\times 1/1\\ 3\times 3maxpool/1\end{array}\right],1\times 1/1$

14 × 14 × 192

SR-SE-Module

$\left[\begin{array}{c}3\times 3dw/2,1\times 1/1\\ 3\times 3maxpool/2\end{array}\right]$

7 × 7 × 192

PL-SE-Module

$\left[\begin{array}{c}3\times 3dw/1,1\times 1/1\\ 5\times 5dw/1,1\times 1/1\\ 3\times 3maxpool/1\end{array}\right],1\times 1/1$

7 × 7 × 128