Table 5 Architecture of the network.
Layer description | No of nodes | No of Weights |
|---|---|---|
Input | 511 × 511 |  |
Local respose normalization 1 | 511 × 511 |  |
Max pooling 1 | 256 × 256 |  |
Convolution 1 | 32 × 256 × 256 | 5 × 5 × 1 × 32 |
Convolution 2 | 32 × 256 × 256 | 5 × 5 × 32 × 32 |
Max pooling 2 | 32 × 128 × 128 |  |
Local respose normalization 2 | 32 × 128 × 128 |  |
Convolution 3 | 64 × 64 × 64 | 5 × 5 × 32 × 64 |
Convolution 4 | 64 × 64 × 64 | 5 × 5 × 64 × 64 |
Convolution 5 | 64 × 64 × 64 | 5 × 5 × 64 × 64 |
Max pooling 3 | 64 × 32 × 32 |  |
Local respose normalization 3 | 64 × 32 × 32 |  |
Convolution 6 | 32 × 16 × 16 | 5 × 5 × 64 × 32 |
Convolution 7 | 32 × 16 × 16 | 5 × 5 × 32 × 32 |
Convolution 8 | 32 × 16 × 16 | 5 × 5 × 32 × 32 |
Max pooling 4 | 32 × 8 × 8 |  |
Local respose normalization 4 | 32 × 8 × 8 |  |
Totally connected 1 | 32 | 32 × 32 × 8 × 8 |
Totally connected 2 | 512 | 512 × 32 |
Output | 4 | 4 × 512 |
Total | Â | 468,768 |