TABLE II.
Layer | Type Input/Output | Dimensions | Filter Dimensions |
---|---|---|---|
0 | Input | 51 × 51 × 1 | |
1 | Conv | 48 × 48 × 64 | 4 × 4 × 1 × 64 |
2 | Conv | 46 × 46 × 64 | 3 × 3 × 64 × 64 |
3 | Conv | 44 × 44 × 64 | 3 × 3 × 64 × 64 |
4 | Max-Pooling | 22 × 22 × 64 | 2 × 2 |
5 | Conv | 20 × 20 × 128 | 3 × 3 × 64 × 128 |
6 | Conv | 18 × 18 × 128 | 3 × 3 × 128 × 128 |
7 | Conv | 16 × 16 × 128 | 3 × 3 × 128 × 128 |
8 | Max-Pooling | 8 × 8 × 128 | 2 × 2 |
9 | Conv | 6 × 6 × 512 | 3 × 3 × 128 × 512 |
10 | Conv | 4 × 4 × 512 | 3 × 3 × 512 × 512 |
11 | Max-Pooling | 2 × 2 × 512 | 2 × 2 |
12 | Full | 512 | – |
13 | Dropout | – | – |
14 | Full | 128 | – |
15 | Dropout | – | – |
16 | Full | 2 | – |
17 | LogSoftmax | – | – |