Table 3 Structure of VGG19
Input | Parameters | Feature map | Output size | Kernel size | Stride |
|---|---|---|---|---|---|
1 | 2× Conv1_x | 64 | 224 × 224 × 64 | 3 × 3 | 1 |
Maxpooling | 64 | 112 × 112 × 64 | 3 × 3 | 2 | |
3 | 2× Conv2_x | 128 | 112 × 112 × 128 | 3 × 3 | 1 |
Maxpooling | 128 | 56 × 56 × 128 | 3 × 3 | 2 | |
5 | 4× Conv3_x | 256 | 56 × 56 × 256 | 3 × 3 | 1 |
Maxpooling | 256 | 28 × 28 × 256 | 3 × 3 | 2 | |
9 | 4× Conv4_x | 512 | 28 × 28 × 512 | 3 × 3 | 1 |
Maxpooling | 512 | 14 × 14 × 512 | 3 × 3 | 2 | |
13 | 4× Conv5_x | 512 | 14 × 14 × 512 | 3 × 3 | 1 |
Maxpooling | 512 | 7 × 7 × 512 | 3 × 3 | 2 | |
17 | FC | -- | 25,088 | -- | -- |
18 | FC | -- | 4096 | -- | -- |
19 | Output | -- | 1000 | -- | -- |
