Table 4.
Index | Layers | DenseNet-121 | Output |
---|---|---|---|
1 | Input | 224 × 224 × 3 | |
2 | Conv | 7 × 7/2 conv, | 112 × 112 × 64 |
3 | Pooling | 3 × 3/2 MP | 56 × 56 × 64 |
4 | DB1 | 56 × 56 × 256 | |
5 | TL1 | 1 × 1 conv, 2 × 2/2 AP | 28 × 28 × 128 |
6 | DB2 | 28 × 28 × 512 | |
7 | TL2 | 1 × 1 conv, 2 × 2/2 AP | 14 × 14 × 256 |
8 | DB3 | 14 × 14 × 1024 | |
9 | TL3 | 1 × 1 conv, 2 × 2/2 AP | 7 × 7 × 512 |
10 | DB4 | 7 × 7 × 1024 | |
11 | Pooling | 7 × 7/7 GAP | 1 × 1 × 1024 |
12 | FCL | 1000 days | 1 × 1 × 1000 |
DB dense block, TL transition layer, FCL fully connected layer