Table 4.
Performance comparison of ensemble models(0(Early Blight), 1(Healthy), 2(Late Blight)).
| Ensemble models | Description | Class | Accuracy | Precision | Recall | F1 score |
|---|---|---|---|---|---|---|
| EDL1 | Ensemble of DL1, DL2 | 0 | 96.74% | 0.97 | 1.00 | 0.98 |
| 1 | 0.94 | 1.00 | 0.97 | |||
| 2 | 0.99 | 0.91 | 0.95 | |||
| EDL2 | Ensemble of DL1, DL3 | 0 | 97.77% | 0.98 | 0.99 | 0.98 |
| 1 | 0.98 | 0.98 | 0.98 | |||
| 2 | 0.97 | 0.96 | 0.97 | |||
| EDL3 | Ensemble of DL1, DL4 | 0 | 96.22% | 0.97 | 0.99 | 0.98 |
| 1 | 0.93 | 1.00 | 0.96 | |||
| 2 | 0.99 | 0.90 | 0.94 | |||
| EDL4 | Ensemble of DL2, DL3 | 0 | 97.25% | 0.98 | 0.97 | 0.97 |
| 1 | 0.99 | 0.98 | 0.99 | |||
| 2 | 0.95 | 0.97 | 0.96 | |||
| EDL5 | Ensemble of DL2, DL4 | 0 | 96.74% | 0.97 | 1.00 | 0.98 |
| 1 | 0.94 | 1.00 | 0.97 | |||
| 2 | 0.99 | 0.91 | 0.95 | |||
| EDL6 | Ensemble of DL3, DL4 | 0 | 97.77% | 0.98 | 0.99 | 0.98 |
| 1 | 0.98 | 0.98 | 0.98 | |||
| 2 | 0.97 | 0.96 | 0.97 | |||
| EDL7 | Ensemble of DL1, DL2, DL3 | 0 | 97.94% | 0.98 | 0.99 | 0.98 |
| 1 | 0.97 | 1.00 | 0.99 | |||
| 2 | 0.99 | 0.95 | 0.97 | |||
| EDL8 | Ensemble of DL1, DL2, DL4 | 0 | 96.22% | 0.97 | 0.99 | 0.98 |
| 1 | 0.93 | 1.00 | 0.96 | |||
| 2 | 0.99 | 0.90 | 0.94 | |||
| EDL9 | Ensemble of DL1, DL3, DL4 | 0 | 97.08% | 0.97 | 0.99 | 0.98 |
| 1 | 0.96 | 1.00 | 0.98 | |||
| 2 | 0.98 | 0.93 | 0.96 | |||
| EDL10 | Ensemble of DL2, DL3, DL4 | 0 | 97.89% | 0.99 | 0.99 | 0.98 |
| 1 | 0.98 | 0.99 | 0.98 | |||
| 2 | 0.99 | 0.98 | 0.98 | |||
| EDL11 | Ensemble of DL1, DL2, DL3, DL4 | 0 | 97.25% | 0.97 | 1.00 | 0.98 |
| 1 | 0.95 | 1.00 | 0.98 | |||
| 2 | 0.99 | 0.93 | 0.96 |
Significance values are in bold.