Table 1 Convolution and pooling layer parameter setting.
Type | Filter size | Input | Output | Input filters | Output filters |
|---|---|---|---|---|---|
Cov_1 | 3 × 3 × 3 | 128 × 128 × 128 | 128 × 128 × 128 | 4 | 32 |
Cov_2 | 3 × 3 × 3 | 128 × 128 × 128 | 128 × 128 × 128 | 32 | 64 |
Pooling_1 | 2 × 2 × 2 | 128 × 128 × 128 | 64 × 64 × 64 | 64 | 64 |
Pooling_2 | 2 × 2 × 2 | 64 × 64 × 64 | 32 × 32 × 32 | 128 | 128 |
Pooling_3 | 2 × 2 × 2 | 32 × 32 × 32 | 16 × 16 × 16 | 256 | 256 |
Pooling_4 | 2 × 2 × 2 | 16 × 16 × 16 | 8 × 8 × 8 | 512 | 512 |
Pooling_5 | 2 × 2 × 2 | 8 × 8 × 8 | 4 × 4 × 4 | 1024 | 1024 |
Cov_3 | 3 × 3 × 3 | 4 × 4 × 4 | 4 × 4 × 4 | 1024 | 2048 |
Cov_4 | 3 × 3 × 3 | 4 × 4 × 4 | 4 × 4 × 4 | 2048 | 4096 |
Cov_5 | 3 × 3 × 3 | 8 × 8 × 8 | 8 × 8 × 8 | 5120 | 1024 |
Cov_6 | 3 × 3 × 3 | 8 × 8 × 8 | 8 × 8 × 8 | 1024 | 512 |
Cov_7 | 3 × 3 × 3 | 16 × 16 × 16 | 16 × 16 × 16 | 1024 | 512 |
Cov_8 | 3 × 3 × 3 | 16 × 16 × 16 | 16 × 16 × 16 | 512 | 256 |
Cov_9 | 3 × 3 × 3 | 32 × 32 × 32 | 32 × 32 × 32 | 512 | 256 |
Cov_10 | 3 × 3 × 3 | 32 × 32 × 32 | 32 × 32 × 32 | 256 | 128 |
Cov_11 | 3 × 3 × 3 | 64 × 64 × 64 | 64 × 64 × 64 | 256 | 128 |
Cov_12 | 3 × 3 × 3 | 64 × 64 × 64 | 64 × 64 × 64 | 128 | 64 |
Cov_13 | 3 × 3 × 3 | 128 × 128 × 128 | 128 × 128 × 128 | 128 | 64 |
Cov_14 | 3 × 3 × 3 | 128 × 128 × 128 | 128 × 128 × 128 | 64 | 32 |