From: A graph neural network framework for mapping histological topology in oral mucosal tissue
Stage | Function block | Resolution | #Channels | #Layers |
---|---|---|---|---|
i | \( {\mathcal {F}}_i\) | \(H_i \times W_i\) | \(C_i\) | \(L_i\) |
1 | Conv \(3\times 3\) | \(224\times 224\) | 32 | 1 |
2 | MBConv1, \(3\times 3\) | \(112\times 112\) | 16 | 1 |
3 | MBConv6, \(3\times 3\) | \(112\times 112\) | 24 | 2 |
4 | MBConv6, \(k5\times 5\) | \(56\times 56\) | 40 | 2 |
5 | MBConv6, \(k3\times 3\) | \(28\times 28\) | 80 | 3 |
6 | MBConv6, \(k5\times 5\) | \(14\times 14\) | 112 | 3 |
7 | MBConv6, \(k5\times 5\) | \(14\times 14\) | 192 | 4 |
8 | MBConv6, \(k3\times 3\) | \(7\times 7\) | 320 | 1 |
9 | Conv \(1\times 1\) & Pooling & FC | \(7\times 7\) | 1280 | 1 |