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. 2023 Mar 22:1–27. Online ahead of print. doi: 10.1007/s11042-023-15047-z

Table 3.

Proposed 2D CNN layers configurations

Layer Name Output Size Configurations
Input layer 224 × 224 Input layer (224, 224)
Conv 112 × 112 7 × 7 Covn, 64, Stride 2 (2S)
MPL 112 × 112 3 × 3 max pool, 2S
Res 1 56 × 56 1 × 1 Conv, 128 →ReLU 3 × 3 Covn, 128 →ReLU 1 × 1 Covn, 256 →ReLU
Res 2 28 × 28 1 × 1 Conv, 256 →ReLU 3 × 3 Covn, 256 →ReLU 1 × 1 Covn, 512 →ReLU
Res 3 14 × 14 1 × 1 Conv, 512→ReLU 3 × 3 Covn, 512 →ReLU 1 × 1 Covn, 1024 →ReLU
Res 4 7 × 7 1 × 1 Conv, 1024 →ReLU 3 × 3 Covn, 1024 →ReLU 1 × 1 Covn, 2048 →ReLU
GAP 1 × 512 Average pooling, 2048/4