Research Article
Rapid Detection of Hybrid Maize Parental Lines Using Stacking Ensemble Machine Learning
Table 5
Model metrics assessment without stacking model.
| | Model | Metrics | | Accuracy | AUC | Precision | Recall |
| | Model 1 | Efficient net V1 | 0.949 | 0.962 | 0.948 | 0.949 | | Model 2 | Inception V3 (SVM) | 0.967 | 0.980 | 0.970 | 0.974 | | Model 3 | Inception V3 (RF) | 0.915 | 0.980 | 0.906 | 0.908 | | Model 4 | Inception V3 (LR) | 0.975 | 0.996 | 0.975 | 0.975 | | Model 5 | Inception V3 (KNN) | 0.953 | 0.992 | 0.954 | 0.950 | | Model 6 | SqueezeNet (SVM) | 0.972 | 0.997 | 0.975 | 0.974 | | Model 7 | SqueezeNet (RF) | 0.910 | 0.982 | 0.917 | 0.918 | | Model 8 | SqueezeNet (LR) | 0.969 | 0.996 | 0.963 | 0.962 | | Model 9 | SqueezeNet (KNN) | 0.950 | 0.990 | 0.945 | 0.944 |
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