Table 10 Model comparisons on the tomato dataset.
From: Optimised MobileNet for very lightweight and accurate plant leaf disease detection
Model Name | Class | Train Acc. | Test Acc. | Precision | Recall | Sensitivity | Specificity | F1 | MCC |
|---|---|---|---|---|---|---|---|---|---|
Xception Network | Bacterial Spot | 99.38 | 94.13 | 0.95 | 0.97 | 0.97 | 0.99 | 0.96 | 0.96 |
Healthy | 99.49 | 0.98 | 0.97 | 0.97 | 0.99 | 0.97 | 0.97 | ||
Septoria Spot | 99.21 | 0.98 | 0.93 | 0.93 | 0.99 | 0.95 | 0.95 | ||
Mosaic Virus | 99.80 | 0.98 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 | ||
Target Spot | 97.66 | 0.87 | 0.89 | 0.89 | 0.98 | 0.88 | 0.87 | ||
Early Blight | 97.57 | 0.84 | 0.93 | 0.93 | 0.98 | 0.88 | 0.87 | ||
Spider Mites | 98.58 | 0.92 | 0.92 | 0.92 | 0.99 | 0.92 | 0.91 | ||
Late Blight | 97.92 | 0.92 | 0.85 | 0.85 | 0.99 | 0.88 | 0.88 | ||
Yellow Curl | 99.28 | 0.98 | 0.94 | 0.94 | 0.99 | 0.96 | 0.96 | ||
Leaf Mold | 99.32 | 0.95 | 0.97 | 0.97 | 0.99 | 0.96 | 0.96 | ||
Densenet-121 | Bacterial Spot | 99.21 | 94.90 | 0.94 | 0.97 | 0.97 | 0.99 | 0.95 | 0.95 |
Healthy | 99.67 | 0.98 | 0.98 | 0.98 | 0.99 | 0.98 | 0.98 | ||
Septoria Spot | 99.12 | 0.96 | 0.94 | 0.94 | 0.99 | 0.95 | 0.94 | ||
Mosaic Virus | 99.62 | 0.97 | 0.98 | 0.98 | 0.99 | 0.97 | 0.97 | ||
Target Spot | 98.18 | 0.90 | 0.91 | 0.91 | 0.98 | 0.90 | 0.90 | ||
Early Blight | 98.18 | 0.90 | 0.92 | 0.92 | 0.98 | 0.91 | 0.90 | ||
Spider Mites | 98.58 | 0.92 | 0.93 | 0.93 | 0.99 | 0.92 | 0.91 | ||
Late Blight | 98.34 | 0.93 | 0.89 | 0.89 | 0.99 | 0.91 | 0.90 | ||
Yellow Curl | 99.49 | 0.98 | 0.96 | 0.96 | 0.99 | 0.97 | 0.97 | ||
Leaf Mold | 99.34 | 0.96 | 0.97 | 0.97 | 0.99 | 0.96 | 0.96 | ||
Alexnet | Bacterial Spot | 99.10 | 90.84 | 0.94 | 0.95 | 0.95 | 0.99 | 0.95 | 0.94 |
Healthy | 99.30 | 0.95 | 0.97 | 0.97 | 0.99 | 0.96 | 0.96 | ||
Septoria Spot | 97.51 | 0.89 | 0.83 | 0.83 | 0.98 | 0.86 | 0.85 | ||
Mosaic Virus | 99.58 | 0.96 | 0.99 | 0.99 | 0.99 | 0.97 | 0.97 | ||
Target Spot | 97.01 | 0.84 | 0.85 | 0.85 | 0.98 | 0.85 | 0.83 | ||
Early Blight | 96.22 | 0.80 | 0.84 | 0.84 | 0.97 | 0.82 | 0.80 | ||
Spider Mites | 97.73 | 0.87 | 0.88 | 0.88 | 0.98 | 0.88 | 0.86 | ||
Late Blight | 97.77 | 0.91 | 0.86 | 0.86 | 0.99 | 0.88 | 0.87 | ||
Yellow Curl | 99.19 | 0.95 | 0.96 | 0.96 | 0.99 | 0.96 | 0.95 | ||
Leaf Mold | 98.23 | 0.92 | 0.90 | 0.90 | 0.99 | 0.91 | 0.90 |
Model Name | Class | Train Acc. | Test Acc. | Precision | Recall | Sensitivity | Specificity | F1 | MCC |
|---|---|---|---|---|---|---|---|---|---|
Resnet-50 | Bacterial Spot | 90.57 | 50.13 | 0.34 | 0.01 | 0.01 | 0.99 | 0.03 | 0.07 |
Healthy | 84.75 | 0.13 | 0.08 | 0.08 | 0.93 | 0.10 | 0.09 | ||
Septoria Spot | 90.14 | 0.10 | 0.01 | 0.01 | 0.99 | 0.01 | 0.02 | ||
Mosaic Virus | 80.52 | 0.17 | 0.25 | 0.25 | 0.86 | 0.20 | 0.18 | ||
Target Spot | 75.31 | 0.17 | 0.39 | 0.39 | 0.79 | 0.24 | 0.22 | ||
Early Blight | 84.47 | 0.12 | 0.07 | 0.07 | 0.93 | 0.09 | 0.08 | ||
Spider Mites | 84.01 | 0.15 | 0.15 | 0.15 | 0.91 | 0.15 | 0.13 | ||
Late Blight | 85.49 | 0.12 | 0.07 | 0.07 | 0.94 | 0.09 | 0.08 | ||
Yellow Curl | 71.73 | 0.22 | 0.64 | 0.64 | 0.72 | 0.32 | 0.31 | ||
Leaf Mold | 88.17 | 0.10 | 0.01 | 0.01 | 0.98 | 0.03 | 0.04 | ||
SoyNet Model | Bacterial Spot | 94.52 | 69.14 | 0.66 | 0.81 | 0.81 | 0.95 | 0.73 | 0.71 |
Healthy | 97.07 | 0.88 | 0.82 | 0.82 | 0.98 | 0.85 | 0.84 | ||
Septoria Spot | 91.75 | 0.56 | 0.56 | 0.56 | 0.95 | 0.56 | 0.53 | ||
Mosaic Virus | 96.40 | 0.78 | 0.86 | 0.86 | 0.97 | 0.82 | 0.80 | ||
Target Spot | 93.17 | 0.64 | 0.71 | 0.71 | 0.95 | 0.67 | 0.65 | ||
Early Blight | 90.75 | 0.56 | 0.52 | 0.52 | 0.95 | 0.54 | 0.51 | ||
Spider Mites | 91.97 | 0.57 | 0.60 | 0.60 | 0.95 | 0.58 | 0.56 | ||
Late Blight | 92.86 | 0.69 | 0.52 | 0.52 | 0.97 | 0.59 | 0.58 | ||
Yellow Curl | 96.00 | 0.80 | 0.82 | 0.82 | 0.97 | 0.81 | 0.79 | ||
Leaf Mold | 93.74 | 0.71 | 0.64 | 0.64 | 0.97 | 0.67 | 0.65 | ||
V\(^2\)PlantNet | Bacterial Spot | 99.00 | 98.00 | 0.97 | 0.99 | 0.98 | 0.99 | 0.98 | 0.98 |
Healthy | 99.00 | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | ||
Septoria Spot | 99.00 | 0.98 | 0.97 | 0.97 | 0.99 | 0.97 | 0.97 | ||
Mosaic Virus | 99.00 | 1.00 | 1.00 | 1.00 | 0.99 | 1.00 | 1.00 | ||
Target Spot | 99.00 | 0.97 | 0.95 | 0.96 | 0.98 | 0.96 | 0.96 | ||
Early Blight | 99.00 | 0.94 | 0.84 | 0.84 | 0.98 | 0.89 | 0.89 | ||
Spider Mites | 99.00 | 0.93 | 0.99 | 0.96 | 0.98 | 0.96 | 0.96 | ||
Late Blight | 99.00 | 0.96 | 0.97 | 0.97 | 0.98 | 0.96 | 0.96 | ||
Yellow Curl | 99.00 | 0.99 | 1.00 | 0.99 | 0.99 | 0.99 | 0.99 | ||
Leaf Mold | 99.00 | 1.00 | 0.97 | 0.98 | 0.98 | 0.98 | 0.98 |
