Table 2.
DenseNet121 [11] architecture.
Layers | Architecture | Output Size |
---|---|---|
Convolution | 7 × 7 conv, stride 2 | 112 × 112 |
Pooling | 3 × 3 max pool, stride 2 | 56 × 56 |
Dense Block (1) | [1 × 1 conv, 3 × 3 conv] x 6 | 56 × 56 |
Transition Layer (1) | 1 × 1 conv, 2 × 2 avg pool, stride 2 | 28 × 28 |
Dense Block (2) | [1 × 1 conv, 3 × 3 conv] x 12 | 28 × 28 |
Transition Layer (2) | 1 × 1 conv, 2 × 2 avg pool, stride 2 | 14 × 14 |
Dense Block (3) | [1 × 1 conv, 3 × 3 conv] x 24 | 14 × 14 |
Transition Layer (3) | 1 × 1 conv, 2 × 2 avg pool, stride 2 | 7 × 7 |
Dense Block (4) | [1 × 1 conv, 3 × 3 conv] x 16 | 7 × 7 |
Classification Layer | global avg pool, 2D fully connected, softmax | 1 × 1 |