Table 4 Performance metrics of the proposed model across various plant disease and health classifications.
From: Optimised MobileNet for very lightweight and accurate plant leaf disease detection
Class | Precision | Recall | F1-Score | Sensitivity | Specificity | MCC |
|---|---|---|---|---|---|---|
Apple (Apple scab) | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 |
Apple (Black rot) | 1.00 | 0.98 | 0.99 | 0.98 | 0.98 | 0.99 |
Apple (Cedar apple rust) | 0.96 | 0.93 | 0.94 | 0.93 | 0.96 | 0.94 |
Apple (healthy) | 1.00 | 0.98 | 0.99 | 0.98 | 1.00 | 0.99 |
Blueberry (healthy) | 0.99 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 |
Cherry (including sour) (Powdery mildew) | 0.99 | 1.00 | 0.99 | 1.00 | 0.99 | 0.99 |
Cherry (including sour) (healthy) | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
Corn (maize) (Cercospora leaf spot Gray leaf spot) | 0.87 | 0.80 | 0.83 | 0.80 | 0.93 | 0.82 |
Corn (maize) (Common rust) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Corn (maize) (Northern Leaf Blight) | 0.88 | 0.93 | 0.90 | 0.93 | 0.90 | 0.91 |
Corn (maize) (healthy) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Grape (Black rot) | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
Grape (Esca (Black Measles)) | 1.00 | 0.99 | 0.99 | 0.99 | 0.98 | 0.99 |
Grape (Leaf blight (Isariopsis Leaf Spot)) | 0.99 | 1.00 | 0.99 | 1.00 | 0.96 | 0.97 |
Grape (healthy) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Orange (Haunglongbing (Citrus greening)) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Peach (Bacterial spot) | 1.00 | 0.99 | 0.99 | 0.99 | 1.00 | 0.99 |
Peach (healthy) | 0.95 | 0.97 | 0.96 | 0.97 | 1.00 | 0.96 |
Pepper, bell (Bacterial spot) | 0.97 | 0.98 | 0.97 | 0.98 | 1.00 | 0.98 |
Pepper, bell (healthy) | 0.97 | 0.99 | 0.98 | 0.99 | 0.97 | 0.98 |
Potato (Early blight) | 1.00 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 |
Potato (Late blight) | 0.97 | 0.97 | 0.97 | 0.97 | 0.93 | 0.95 |
Potato (healthy) | 1.00 | 0.67 | 0.80 | 0.67 | 1.00 | 0.81 |
Raspberry (healthy) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Soybean (healthy) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Squash (Powdery mildew) | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
Strawberry (Leaf scorch) | 0.99 | 1.00 | 0.99 | 1.00 | 0.98 | 0.99 |
Strawberry (healthy) | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 |
Tomato (Bacterial spot) | 0.99 | 1.00 | 0.99 | 1.00 | 0.97 | 0.98 |
Tomato (Early blight) | 0.96 | 0.93 | 0.94 | 0.93 | 0.94 | 0.93 |
Tomato (Late blight) | 0.97 | 0.96 | 0.96 | 0.96 | 0.96 | 0.96 |
Tomato (Leaf Mold) | 0.99 | 1.00 | 0.99 | 1.00 | 1.00 | 0.99 |
Tomato (Septoria leaf spot) | 0.98 | 0.97 | 0.97 | 0.97 | 0.98 | 0.97 |
Tomato (Spider mites Two-spotted spider mite) | 0.98 | 1.00 | 0.99 | 1.00 | 0.93 | 0.96 |
Tomato (Target Spot) | 0.98 | 0.96 | 0.97 | 0.96 | 0.97 | 0.96 |
Tomato (Tomato Yellow Leaf Curl Virus) | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
Tomato (Tomato mosaic virus) | 0.97 | 1.00 | 0.98 | 1.00 | 1.00 | 0.98 |
Tomato (healthy) | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
Model Accuracy | Â | Â | Â | 0.99 | Â | Â |
Macro avg | 0.98 | 0.97 | 0.97 | 0.97 | 0.98 | 0.98 |
Weighted avg | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 |
