From: A cell P system with membrane division and dissolution rules for soybean leaf disease recognition
Membrane labelling | Configuration | Input shape | Output shape |
---|---|---|---|
Input | Conv (k = 3, s = 2), BN, ReLU | 256 × 256 × 3 | 63 × 63 × 64 |
Conv (k = 3, s = 1), BN, ReLU | |||
Maxpool (k = 3, s = 2) | |||
SGEFA1 | Conv (k = 1, s = 1), BN, ReLU | 63 × 63 × 64 | 63 × 63 × 64 |
PWConv (k = 1, s = 1) | 63 × 63 × 64 | 63 × 63 × 32 | |
EFA | 63 × 63 × 32 | 63 × 63 × 32 | |
PWConv (k = 1, s = 1) | 63 × 63 × 32 | 63 × 63 × 48 | |
DWConv (k = 3, s = 2) | 63 × 63 × 48 | 63 × 63 × 48 | |
••• | |||
SGEFAn | Conv (k = 3, s = 2), BN, ReLU | 63 × 63 × 64 | 63 × 63 × 64 |
PWConv (k = 1, s = 1) | 63 × 63 × 64 | 63 × 63 × 32 | |
EFA | 63 × 63 × 32 | 63 × 63 × 32 | |
PWConv (k = 1, s = 1) | 63 × 63 × 32 | 63 × 63 × 48 | |
DWConv (k = 3, s = 2) | 63 × 63 × 48 | 63 × 63 × 48 | |
EFA | Conv (k = 3, s = 1), BN, ReLU | 63 × 63×[48×n] | 63 × 63 × 128 |
EFA | 63 × 63 × 128 | 63 × 63 × 128 | |
Output | Conv (k = 1, s = 1), BN, ReLU | 63 × 63 × 128 | 1 × 1 × 3 |
GAP | |||
FC |