Table 2 Structure of ResNet 18
Input | Parameters | Feature map | Output size | Kernel size | Stride |
|---|---|---|---|---|---|
1 | Conv1 | 64 | 112 × 112 × 64 | 7 × 7, 64 3 × 3 max pooling | 2 |
2 | Conv2_x | 64 | 56 × 56 × 64 | \(\:\left[\begin{array}{c}3\times\:3,\:64\\\:3\times\:3,64\end{array}\right]\times\:2\) | 2 |
6 | Conv3_x | 128 | 28 × 28 × 128 | \(\:\left[\begin{array}{c}3\times\:3,\:128\\\:3\times\:3,128\end{array}\right]\times\:2\) | 2 |
10 | Conv4_x | 256 | 14 × 14 × 256 | \(\:\left[\begin{array}{c}3\times\:3,\:256\\\:3\times\:3,256\end{array}\right]\times\:2\) | 2 |
14 | Conv5_x | 512 | 7 × 7 × 512 | \(\:\left[\begin{array}{c}3\times\:3,\:512\\\:3\times\:3,512\end{array}\right]\times\:2\) | 2 |
18 | Avg. pool | -- | 1 × 1 × 512 | 7 × 7 average pool | -- |
19 | FC | -- | 1000 | -- | -- |
20 | Output | -- | 1000 | -- | -- |
