A Fruit Tree Disease Diagnosis Model Based on Stacking Ensemble Learning

Table 10

The prediction accuracy of models with different diseases (f1_score).

Diseases	XGBoost (%)	Random Forest (%)	Stacking (%)	ResNet-101 (%)	DenseNet-121 (%)
Pear black spot	95.79	94.27	98.01	96.11	97.33
Pear rust	95.47	95.73	98.36	96.03	96.18
Apple mosaic	93.62	92.89	96.82	94.52	96.21
Apple rust	93.73	92.61	96.16	94.17	95.36