Table 1.
Layer | Kernel Number | Kernel Size | Stride | Padding | Activation Function | Output Shape |
---|---|---|---|---|---|---|
Input | - | - | - | - | - | (75, 75, 2) |
Conv 1 | 96 | 7 × 7 | 2 × 2 | Valid | ReLU | (35, 35, 96) |
LRN | ||||||
Max Pool 1 | - | 3 × 3 | 1 × 1 | - | - | (17, 17, 96) |
Conv 2 | 256 | 5 × 5 | 2 × 2 | Valid | ReLU | (7, 7, 256) |
LRN | ||||||
Max Pool 2 | - | 3 × 3 | 1 × 1 | - | - | (3, 3, 256) |
Conv 3 | 512 | 3 × 3 | 1 × 1 | Same | ReLU | (3, 3, 512) |
Conv 4 | 512 | 3 × 3 | 1 × 1 | Same | ReLU | (3, 3, 512) |
Conv 5 | 512 | 3 × 3 | 1 × 1 | Same | ReLU | (3, 3, 512) |
Max Pool 5 | - | 3 × 3 | 2 × 2 | - | - | (1, 1, 512) |
Flatten | - | - | - | - | (512) | |
Fc 1 | 128 | - | - | ReLU | (128) | |
Fc 2 | 128 | - | - | ReLU | (128) | |
Fc 3 | 1 | - | - | Softmax | (1) |