Table 3.
Sr # | Layers | Output Shape | Parameters # |
---|---|---|---|
1 | Input layers | 224 × 224 × 3 | 0 |
2 | VGG-16 | 7 × 7 × 512 | 14,714,688 |
3 | EfficientNet-B2 | 7 × 7 × 1408 | 7,768,569 |
4 | Concatenate | 7 × 7 × 1920 | 0 |
5 | Dropout | 7 × 7 × 1920 | 0 |
6 | Flatten | 94,080 | 0 |
7 | Batch normalization | 94,080 | 376,320 |
8 | Dense layer | 256 | 24,084,736 |
9 | Batch normalization | 256 | 1024 |
10 | Activation layer | 256 | 0 |
11 | Dropout | 256 | 0 |
12 | Batch normalization | 256 | 1024 |
13 | Dense layer | 64 | 16,448 |
14 | Batch normalization | 64 | 256 |
15 | Activation layer | 64 | 0 |
16 | Dense layer | 4 | 260 |