Table 3 Accuracy comparison of baseline models and the newly proposed technique, FA-optimized models, and PSO-optimized models for pest classification.
From: Towards precision agriculture: metaheuristic model compression for enhanced pest recognition
Method | Accuracy | Firefly algorithm | Particle swarm optimization |
|---|---|---|---|
VGG1659 | 74.62 | 75.65 | 76.37 |
ResNet-5055 | 76.91 | 78.11 | 79.65 |
DenseNet-12158 | 76.84 | 77.32 | 78.51 |
Xception | 73.50 | 73.94 | 74.87 |
InceptionV3 | 81.20 | 82.31 | 83.19 |
VGG16 + CA | 77.80 | 78.20 | 79.47 |
ResNet-50 + CA | 80.90 | 81.96 | 82.49 |
DenseNet-121 + CA | 80.55 | 82.11 | 82.83 |
Xception + CA | 76.50 | 77.83 | 78.79 |
The proposed model | 88.50 | ||
