Layer Type

Output Shape

Parameters

1

InputLayer

(None, 224, 224, 3)

0

2

Conv2D

(None, 224, 224, 128)

3584

3

Activation

(None, 224, 224, 128)

0

4

MaxPooling2D

(None, 112, 112, 128)

0

5

Conv2D

(None, 112, 112, 256)

295,168

6

Activation

(None, 112, 112, 256)

0

7

MaxPooling2D

(None, 56, 56, 256)

0

8

Conv2D

(None, 56, 56, 256)

590,080

9

Activation

(None, 56, 56, 256)

0

10

MaxPooling2D

(None, 28, 28, 256)

0

11

Conv2D

(None, 28, 28, 512)

1,180,160

12

Activation

(None, 28, 28, 512)

0

13

MaxPooling2D

(None, 14, 14, 512)

0

14

Conv2D

(None, 14, 14, 512)

2,359,808

15

Activation

(None, 14, 14, 512)

0

16

MaxPooling2D

(None, 7, 7, 512)

0

17

Conv2D

(None, 7, 7, 1024)

4,719,616

18

Activation

(None, 7, 7, 1024)

0

19

MaxPooling2D

(None, 3, 3, 1024)

0

20

Conv2D

(None, 3, 3, 1024)

9,438,208

21

Activation

(None, 3, 3, 1024)

0

22

MaxPooling2D

(None, 1, 1, 1024)

0

23

Dropout

(None, 1, 1, 1024)

0

24

Flatten

(None, 1024)

0

25

Dense

(None, 2048)

2,099,200

26

BatchNormalization

(None, 2048)

8192

27

Activation

(None, 2048)

0

28

Dropout

(None, 2048)

0

29

Dense

(None, 1024)

2,098,176

30

BatchNormalization

(None, 1024)

4096

31

Activation

(None, 1024)

0

32

Dense

(None, 31)

31,775