Table 6.
WCNN Architecture. The network contains Wave Layer (W), Convolucional Layer (C), Max-Pooling Layer (M) Fully Connected Network Layer (F)
| WCNN | |||
|---|---|---|---|
| Layer | Operation | Kernel Input/Output size | Dimension |
| 0 | W | 512 × 512 | |
| 1 | C | 5 × 5 × 256 | 296 × 296 × 256 |
| 2 | M | 2 × 2 | 148 × 148 × 256 |
| 3 | C | 3 × 3 × 128 | 146 × 146 × 128 |
| 4 | M | 2 × 2 | 73 × 73 × 128 |
| 5 | C | 3 × 3 × 64 | 71 × 71 × 64 |
| 6 | M | 2 × 2 | 35 × 35 × 64 |
| 7 | C | 3 × 3 × 32 | 33 × 33 × 32 |
| 8 | M | 2 × 2 | 16 × 16 × 32 |
| 9 | F | 16 × 16 × 32| × 256 | 1 × 256 |
| 10 | F | 1 × 1 × 256 × 128 | 1 × 128 |
| 11 | F | 1 × 1 × 128 × 64 | 1 × 64 |
| 12 | F | 1 × 1 × 64 × 32 | 1 × 32 |
| 13 | F | 1 × 1 × 32 × 1 | 1 × 1 |