Table 9 Experimental results of three types of kidney bean leaf spot diseases.
From: Detection of kidney bean leaf spot disease based on a hybrid deep learning model
Classes | Â | Model | Accuracy (%) | Precision (%) | Recall (%) | F1-Score |
|---|---|---|---|---|---|---|
LR | Bacterial disease | VGG16 | 80.14 | 82.1 | 78.5 | 0.8 |
Resnet50 | 81.89 | 83.2 | 80.1 | 0.8 | ||
MobileV3 | 78.6 | 79.8 | 77.3 | 0.78 | ||
EfNet-B7 | 91.98 | 93.5 | 90.4 | 0.93 | ||
Black spot disease | VGG16 | 80.16 | 81.3 | 79.2 | 0.8 | |
Resnet50 | 82.3 | 84.1 | 80.5 | 0.85 | ||
MobileV3 | 79.51 | 80.9 | 78.1 | 0.78 | ||
EfNet-B7 | 92.35 | 94.2 | 90.6 | 0.93 | ||
Gray mold | VGG16 | 80.56 | 83 | 78.3 | 0.81 | |
Resnet50 | 81.83 | 82.7 | 81 | 0.82 | ||
MobileV3 | 78.55 | 80.2 | 76.9 | 0.78 | ||
EfNet-B7 | 92.01 | 93.8 | 90.2 | 0.92 | ||
RF | Bacterial disease | VGG16 | 82.93 | 84.2 | 81.6 | 0.83 |
Resnet50 | 83.94 | 85 | 82.8 | 0.84 | ||
MobileV3 | 80.26 | 81.5 | 79 | 0.8 | ||
EfNet-B7 | 90.54 | 91.8 | 89.3 | 0.9 | ||
Black spot disease | VGG16 | 82.5 | 83.8 | 81.2 | 0.83 | |
Resnet50 | 84.8 | 86.1 | 83.5 | 0.84 | ||
MobileV3 | 79.7 | 80.9 | 78.3 | 0.8 | ||
EfNet-B7 | 91.37 | 92.6 | 90.1 | 0.91 | ||
Gray mold | VGG16 | 82.11 | 83.5 | 80.7 | 0.82 | |
Resnet50 | 85.24 | 86.3 | 84.2 | 0.86 | ||
MobileV3 | 80.14 | 81.4 | 78.9 | 0.8 | ||
EfNet-B7 | 91.39 | 92.7 | 90 | 0.92 | ||
ADB | Bacterial disease | VGG16 | 86.47 | 87.2 | 85.8 | 0.86 |
Resnet50 | 88.03 | 89.5 | 86.6 | 0.88 | ||
MobileV3 | 82.82 | 84 | 81.7 | 0.84 | ||
EfNet-B7 | 94.8 | 95.6 | 94 | 0.95 | ||
Black spot disease | VGG16 | 85.99 | 86.8 | 85.2 | 0.88 | |
Resnet50 | 88.02 | 88.9 | 87.1 | 0.86 | ||
MobileV3 | 82 | 83.5 | 80.5 | 0.82 | ||
EfNet-B7 | 93.7 | 94.3 | 93.1 | 0.93 | ||
Gray mold | VGG16 | 85.79 | 86.5 | 85.1 | 0.85 | |
Resnet50 | 87.63 | 88.4 | 86.9 | 0.88 | ||
MobileV3 | 82.93 | 84.2 | 81.7 | 0.85 | ||
EfNet-B7 | 94.07 | 94.8 | 93.4 | 0.92 | ||
SGB | Bacterial disease | VGG16 | 87.77 | 88.5 | 87 | 0.87 |
Resnet50 | 88.34 | 89.1 | 87.6 | 0.88 | ||
MobileV3 | 85.62 | 86.7 | 84.6 | 0.85 | ||
EfNet-B7 | 95.76 | 96.2 | 95.3 | 0.95 | ||
Black spot disease | VGG16 | 87.28 | 88 | 86.5 | 0.87 | |
Resnet50 | 88.52 | 89.3 | 87.8 | 0.87 | ||
MobileV3 | 86.83 | 87.9 | 85.8 | 0.85 | ||
EfNet-B7 | 96.04 | 96.5 | 95.6 | 0.97 | ||
Gray mold | VGG16 | 87.1 | 87.8 | 86.4 | 0.87 | |
Resnet50 | 87.89 | 88.6 | 87.2 | 0.87 | ||
MobileV3 | 85.23 | 86.4 | 84.1 | 0.85 | ||
EfNet-B7 | 96.26 | 96.8 | 95.7 | 0.97 |