TABLE 1.
Details of blocks and layers used in the proposed model.
Block/Layer | Resolution | Channel |
BatchNorm | 224 × 224 | 3 |
Conv (3 × 3) | 112 × 112 | 40 |
2 × Fused-MBConv1 | 112 × 112 | 16 |
3 × Fused-MBConv4 | 56 × 56 | 40 |
2 × Fused-MBConv4 | 28 × 28 | 56 |
5 × MBConv4 | 14 × 14 | 112 |
7 × MBConv6 | 14 × 14 | 136 |
12 × MBConv6 | 7 × 7 | 232 |
Conv (1 × 1) | 7 × 7 | 232 |
Global average pooling | 1792 | |
Dense | 128 | |
Dropout | 128 | |
Dense | 64 | |
Dropout | 64 | |
Dense | 32 | |
Fully connected (FC) | ||
Softmax |
Bold means the architectures are improved.