Table 8 Performance comparison of crop models.
Model | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
|---|---|---|---|---|
Decision tree | 90 | 91 | 90 | 91 |
Random forest | 87 | 88 | 88 | 88 |
KNN | 83 | 85 | 84 | 83 |
SVM | 81 | 84 | 83 | 81 |
XGBoost | 89 | 89 | 89 | 89 |
Dynamic SKRDX (proposed) | 93 | 94 | 94 | 94 |
Model | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
|---|---|---|---|---|
Decision tree | 90 | 91 | 90 | 91 |
Random forest | 87 | 88 | 88 | 88 |
KNN | 83 | 85 | 84 | 83 |
SVM | 81 | 84 | 83 | 81 |
XGBoost | 89 | 89 | 89 | 89 |
Dynamic SKRDX (proposed) | 93 | 94 | 94 | 94 |
