Table 3.
DenseNet121 architectures for ImageNet-16-120.
| Layers | Output Size | Stride | Densenet121 |
|---|---|---|---|
| conv | 16 × 16 | 1 | 3 × 3 conv |
| Dense Block (1) | 16 × 16 | 1 | [3 × 3 conv] × 6 |
| Transition Layer (1) | 16 × 16 | 1 | 1 × 1 conv 2 × 2 average pool |
| Dense Block (2) | 16 × 16 | 1 | [3 × 3 conv] × 12 |
| Transition Layer (2) | 16 × 16 | 1 | 1 × 1 conv 2 × 2 average pool |
| Dense Block (3) | 16 × 16 | 1 | [3 × 3 conv] × 24 |
| Transition Layer (3) | 8 × 8 | 2 | 1 × 1 conv 2 × 2 average pool |
| Dense Block (4) | 8 × 8 | 1 | [3 × 3 conv] × 16 |
| Classification Layer |
1 × 1 | - | 8 × 8 average pool 120D fully-connected |