Table 7 Performance of the DDC-P system with the comparison models
From: A cell P system with membrane division and dissolution rules for soybean leaf disease recognition
Model | Accuracy (%) | Precision | Recall | F1 | Parameter count (MB) |
|---|---|---|---|---|---|
DenseNet121 | 96.85% | 0.9733 | 0.9766 | 0.9748 | 28.87 |
ResNet101 | 96.29% | 0.9692 | 0.9715 | 0.9703 | 166.77 |
MobileNetV2 | 88.75% | 0.9353 | 0.8876 | 0.8993 | 11.14 |
EfficientNetB0 | 93.14% | 0.9114 | 0.9497 | 0.9280 | 17.98 |
InceptionV3 | 95.84% | 0.9585 | 0.9714 | 0.9643 | 87.21 |
DDC-P system | 98.43% | 0.9870 | 0.9877 | 0.9874 | 1.41 |