Table 1.
The detailed parameters of proposed model.
Block | Residual | Sublayers | Stride | Padding | Output Size |
---|---|---|---|---|---|
Stem | × | 9 × 9 conv, 3 × 3 maxpool | 2, 2 | 4, 1 | 16 × 56 × 56 |
IMBConv | √ | 1 × 1 conv, 3 × 3 dwconv, 1 × 1 conv | 1, 1, 1 | 0, 1, 0 | 16 × 56 × 56 |
SDL | × | 9 × 9 conv | 2 | 4 | 32 × 28 × 28 |
IMBConv | √ | 1 × 1 conv, 3 × 3 dwconv, 1 × 1 conv | 1, 1, 1 | 0, 1, 0 | 32 × 28 × 28 |
SDL | × | 9 × 9 conv | 2 | 4 | 64 × 14 × 14 |
IMBConv | √ | 1 × 1 conv, 3 × 3 dwconv, 1 × 1 conv | 1, 1, 1 | 0, 1, 0 | 64 × 14 × 14 |
SDL | × | 9 × 9 conv | 2 | 4 | 128 × 7 × 7 |
IMBConv | √ | 1 × 1 conv, 3 × 3 dwconv, 1 × 1 conv | 1, 1, 1 | 0, 1, 0 | 128 × 7 × 7 |
AvgPool | × | avgpool | - | - | 128 × 1 × 1 |
Classifier | × | fc(128, 8), sigmoid | - | - | 8 |