From: Using transfer learning-based plant disease classification and detection for sustainable agriculture
Plant Class | PDDNet‑EA model (%) | PDDNet‑LVE Model (%) | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
identifier | NB | LR | RF | KNN | SVM | NB | LR | RF | KNN | SVM |
D1 | 0.52 | 0.76 | 0.49 | 0.7 | 0.75 | 0.44 | 1 | 0.78 | 0.96 | 1 |
D2 | 0.57 | 0.9 | 0.67 | 0.79 | 0.87 | 0.57 | 0.91 | 0.8 | 0.83 | 0.9 |
D3 | 0.7 | 0.95 | 0.56 | 0.81 | 0.93 | 0.42 | 0.98 | 0.87 | 0.95 | 0.95 |
D4 | 0.79 | 1 | 0.57 | 0.91 | 0.94 | 0.49 | 0.9 | 0.89 | 0.84 | 0.89 |
D5 | 0.82 | 1 | 0.61 | 0.93 | 0.95 | 0.53 | 0.97 | 0.72 | 0.94 | 0.94 |
D6 | 0.97 | 0.99 | 0.69 | 0.98 | 0.99 | 0.64 | 0.79 | 0.63 | 0.62 | 0.75 |
D7 | 0.96 | 1 | 0.66 | 0.99 | 1 | 0.56 | 0.95 | 0.86 | 0.87 | 0.91 |
D8 | 0.67 | 0.81 | 0.73 | 0.79 | 0.83 | 0.71 | 0.83 | 0.82 | 0.65 | 0.78 |
D9 | 0.72 | 0.89 | 0.67 | 0.83 | 0.89 | 0.57 | 0.99 | 0.63 | 0.98 | 0.96 |
D10 | 0.62 | 0.79 | 0.61 | 0.7 | 0.81 | 0.43 | 1 | 0.81 | 0.96 | 0.99 |
D11 | 0.76 | 0.91 | 0.68 | 0.86 | 0.9 | 0.61 | 0.97 | 0.62 | 0.76 | 0.94 |
D12 | 0.7 | 0.94 | 0.89 | 0.91 | 0.93 | 0.87 | 1 | 0.78 | 0.95 | 0.99 |
D13 | 0.69 | 0.96 | 0.72 | 0.92 | 0.96 | 0.62 | 0.95 | 0.53 | 0.73 | 0.92 |
D14 | 0.61 | 0.93 | 0.87 | 0.88 | 0.94 | 0.81 | 0.82 | 0.71 | 0.66 | 0.82 |
D15 | 0.71 | 0.99 | 0.75 | 0.94 | 0.99 | 0.69 | 0.88 | 0.57 | 0.69 | 0.83 |