Table 3.
IP102 pest test results.
| Methods | Accuracy (%) | Precision (%) | Recall (%) | F1 | |
|---|---|---|---|---|---|
| Coarse-grained | VGG19 [32] | 54.1 | 43.1 | 42.0 | 0.43 |
| ResNet50 [33] | 54.7 | 43.4 | 42.1 | 0.43 | |
| Inception [34] | 55.3 | 43.4 | 42.3 | 0.43 | |
| DenseNet [48] | 55.4 | 43.6 | 42.4 | 0.43 | |
| CSPNet50 [49] | 55.6 | 43.9 | 42.4 | 0.44 | |
| Senet [50] | 54.3 | 45.1 | 42.6 | 0.44 | |
| Fine-grained | LIR [51] | 56.9 | 45.4 | 42.9 | 0.44 |
| WSAP [52] | 56.8 | 45.6 | 43.3 | 0.45 | |
| FBSD [24] | 56.4 | 45.4 | 43.1 | 0.44 | |
| GHA-Net | 57.1 | 46.7 | 45.3 | 0.48 | |