Table 4 Structure and parameters of different branch networks
VGG16 branch(SVK_MA) | Alexnet branch(SAK_MA) | Resnet18 branch(SRK_MA) |
|---|---|---|
Conv, 64, 3 × 3 | Conv, 64, 11 × 11 | Conv, 64, 7 × 7 |
Conv, 64, 3 × 3 | Maxpool, 3 × 3 | BatchNorm, 64 |
Maxpool, 2 × 2 | Conv, 192, 5 × 5 | Maxpool, 3 × 3 |
Conv, 128, 3 × 3 | Maxpool, 3 × 3 | Conv, 64, 3 × 3 |
Conv, 128, 3 × 3 | Conv, 384, 3 × 3 | BatchNorm, 64 |
Maxpool, 2 × 2 | Conv, 256, 3 × 3 | Conv, 64, 3 × 3 |
Conv, 256, 3 × 3 | Conv, 256, 3 × 3 | BatchNorm, 64 |
Conv, 256, 3 × 3 | Maxpool, 3 × 3 | Conv, 64, 3 × 3 |
Conv, 256, 3 × 3 | Attention Model | BatchNorm, 64 |
Maxpool, 2 × 2 | FC(4096) | Conv, 64, 3 × 3 |
Conv, 512, 3 × 3 | FC(512) | BatchNorm, 64 |
Conv, 512, 3 × 3 | FC(100) | Conv, 128, 3 × 3 |
Conv, 512, 3 × 3 | BatchNorm, 128 | |
Maxpool, 2 × 2 | Conv, 128, 3 × 3 | |
Conv, 512, 3 × 3 | BatchNorm, 128 | |
Conv, 512, 3 × 3 | (downsample) Conv, 128, 1 × 1 | |
Conv, 512, 3 × 3 | BatchNorm, 128 | |
Maxpool, 2 × 2 | Conv, 128, 3 × 3 | |
Attention Model | BatchNorm, 128 | |
FC(4096) | Conv, 128, 3 × 3 | |
FC(512) | BatchNorm, 128 | |
FC(100) | Conv, 256, 3 × 3 | |
BatchNorm, 256 | ||
Conv, 256, 3 × 3 | ||
BatchNorm, 256 | ||
(downsample) Conv, 256, 1 × 1 | ||
BatchNorm, 256 | ||
Conv, 256, 3 × 3 | ||
BatchNorm, 256 | ||
Conv, 256, 3 × 3 | ||
BatchNorm, 256 | ||
Conv, 512, 3 × 3 | ||
BatchNorm, 512 | ||
Conv, 512, 3 × 3 | ||
BatchNorm, 512 | ||
(downsample) Conv, 512, 1 × 1 | ||
BatchNorm, 512 | ||
Conv, 512, 3 × 3 | ||
BatchNorm, 512 | ||
Conv, 512, 3 × 3 | ||
BatchNorm, 512 | ||
Attention Model | ||
FC(512) | ||
FC(100) |