| 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 |