Official Journal of the Asia Oceania Geosciences Society (AOGS)
Table 6 The architecture of LSNet
Layer | Feature map | Feature map | Size | Kernel Size | Stride | Activate |
|---|---|---|---|---|---|---|
Input |  |  | 224 × 224 × 3 |  |  | ReLU |
1 | 2 × CNN | 64 | 224 × 224 × 64 | 3 × 3 | 1 | ReLU |
Max pooling | 64 | 112 × 112 × 64 | 3 × 3 | 2 | ReLU | |
2 | 2 × CNN | 128 | 112 × 112 × 128 | 3 × 3 | 1 | ReLU |
Max pooling | 128 | 56 × 56 × 128 | 3 × 3 | 2 | ReLU | |
3 | 2 × CNN | 256 | 56 × 56 × 256 | 3 × 3 | 1 | ReLU |
Max pooling | 256 | 28 × 28 × 256 | 3 × 3 | 2 | ReLU | |
4 | 2 × CNN | 512 | 28 × 28 × 512 | 3 × 3 | 1 | ReLU |
Max pooling | 512 | 14 × 14 × 512 | 3 × 3 | 2 | ReLU | |
5 | 2 × CNN | 512 | 14 × 14 × 512 | 3 × 3 | 1 | ReLU |
Max pooling | 512 | 7 × 7 × 512 | 3 × 3 | 2 | ReLU | |
6 | FC | – | 25,088 | – | – | ReLU |
7 | FC | – | 1024 | – | – | ReLU |
8 | FC | – | 256 | – | – | ReLU |
9 | FC | – | 128 | – | – | SoftMax |