Open Access
Table 4.
Description of the network (see Fig. 5) used in Sects. 5 and 6.
| Label | Width | Height | Channels | Stride | Padding | Activation |
|---|---|---|---|---|---|---|
| Input | 1024 | 1024 | 8 | ∅ | ∅ | ∅ |
| 1 × 1 convolution | 1 | 1 | 8 | 1 | SAME | Leaky ReLU 0.01 |
| 3 × 1 convolution | 3 | 1 | 8 | 1 | SAME | Leaky ReLU 0.01 |
| 1 × 3 convolution | 1 | 3 | 8 | 1 | SAME | Leaky ReLU 0.01 |
| 3 × 3 convolution | 3 × 1 convolution and 1 × 3 convolution concatenated | |||||
| 5 × 1 convolution | 5 | 1 | 8 | 1 | SAME | Leaky ReLU 0.01 |
| 1 × 5 convolution | 1 | 5 | 8 | 1 | SAME | Leaky ReLU 0.01 |
| 5 × 5 convolution | 5 × 1 convolution and 1 × 5 convolution concatenated | |||||
| 2 × 2 max pooling | 2 | 2 | ∅ | 2 | ∅ | ∅ |
| 4 × 4 avg pooling | 4 | 4 | ∅ | 4 | ∅ | ∅ |
| Output | 1 | 1 | 2 | ∅ | ∅ | Linear |
Notes. Each line of this table describes the boxes of Fig. 5.
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