Layers

Formula

Activation Shape

Activation Size

Number of Parameters

INPUT

(32, 32, 1)

1024

0

CONV1 (f = 3, s = 1)

$Z_l=I_{l-1}\ast W_l$

(32, 32, 8)

8192

80

POOL1

$V={\max }_{i=1,\cdots ,k;j=1,\cdots ,k}M\left(i,j\right)$

(16, 16, 8)

2048

0

CONV2 (f = 3, s = 1)

$Z_l=I_{l-1}\ast W_l$

(16, 16, 16)

4096

1168

POOL2

$V={\max }_{i=1,\cdots ,k;j=1,\cdots ,k}M\left(i,j\right)$

(8, 8, 16)

1024

0

CONV3 (f = 3, s = 1)

$Z_l=I_{l-1}\ast W_l$

(8, 8, 32)

2048

4640

POOL3

$V={\max }_{i=1,\cdots ,k;j=1,\cdots ,k}M\left(i,j\right)$

(4, 4, 32)

512

0

FC4

(120, 1)

120

61,560

SOFTMAX

$p\left(x_i\right)=\frac{{\text{e}}^{x_i}}{{\displaystyle {\sum }_j{\text{e}}^{x_i}}}$

(60, 1)

60

7260