Table 2.
Specification of DCSCNN Architecture.
| Layers | Output Size | DCSCNN |
|---|---|---|
| Input | 256 × 256 | - |
| Convolution (1) | 128 × 128 | 5 × 5 conv, stride 2, filter 64 |
| Dense Block (1) | 128 × 128 | [3 × 3 conv] × 2, filter 128, 128 |
| Squeeze Block (1) | 128 × 128 | , filter 64, 128, 128 |
| Max Pooling (1) | 128 × 128 | 2 × 2, stride 2 |
| Dense Block (2) | 64 × 64 | [3 × 3 conv] × 2, filter 256, 512 |
| Squeeze Block (2) | 64 × 64 | , filter 128, 256, 256 |
| Max Pooling (2) | 32 × 32 | 2 × 2, stride 2 |
| Dense Block (3) | 32 × 32 | [3 × 3 conv] × 2, filter 512, 256 |
| Squeeze Block (3) | 32 × 32 | , filter 256, 512, 512 |
| Max Pooling (3) | 16 × 16 | 2 × 2, stride 2 |
| Dense Block (4) | 16 × 16 | [3 × 3 conv] × 2, filter 128, 128 |
| Squeeze Block (4) | 16 × 16 | , filter 64, 128, 128 |
| Convolution (2) | 16 × 16 | 1 × 1 conv, filter 64 |
| Classification Block | 16 × 16 | FC (32) |
| FC (16) | ||
| FC (2 & 4), SoftMax |