Dataset | Models | Acc. | Loss | Prec. | F1 | Recall |
---|---|---|---|---|---|---|
Eggplant Disease Recognition Dataset [58] | Inception | 0.73 | 0.17 | 0.77 | 0.72 | 0.68 |
Resnet | 0.86 | 0.11 | 0.87 | 0.86 | 0.85 | |
PlantCareNet | 0.85 | 0.12 | 0.86 | 0.85 | 0.85 | |
New Bangladeshi Crop Disease Dataset [57] | Inception | 0.81 | 0.09 | 0.81 | 0.79 | 0.78 |
Resnet | 0.73 | 0.13 | 0.72 | 0.71 | 0.7 | |
PlantCareNet | 0.83 | 0.08 | 0.84 | 0.84 | 0.83 | |
VegNet: A dataset of cauliflower images [56] | Inception | 0.86 | 0.12 | 0.9 | 0.9 | 0.88 |
Resnet | 0.8 | 0.2 | 0.79 | 0.78 | 0.81 | |
PlantCareNet | 0.82 | 0.18 | 0.71 | 0.71 | 0.7 | |
Plant Village Dataset [55] | Inception | 0.88 | 0.04 | 0.89 | 0.88 | 0.87 |
Resnet | 0.92 | 0.03 | 0.92 | 0.92 | 0.92 | |
PlantCareNet | 0.94 | 0.03 | 0.94 | 0.94 | 0.94 | |
VegNet: Vegetable Dataset with quality [61] | Inception | 0.87 | 0.12 | 0.88 | 0.87 | 0.87 |
Resnet | 0.8 | 0.22 | 0.8 | 0.81 | 0.79 | |
PlantCareNet | 0.96 | 0.05 | 0.96 | 0.96 | 0.96 |