Table 5.
Comparison of model performance with and without DCGAN.
| Class | Resnet152 | Resnet152 + DCGAN | ||||
|---|---|---|---|---|---|---|
| Precision | Recall | F1-score | Precision | Recall | F1-score | |
| Bacterial spot (BS) | 97.10% | 99.53% | 98.30% | 99.84% | 100.00% | 99.92% |
| Early blight (EB) | 94.04% | 89.33% | 91.62% | 99.32% | 98.00% | 98.66% |
| Late blight (LB) | 96.64% | 95.46% | 96.05% | 99.30% | 99.65% | 99.48% |
| Leaf mold (LM) | 96.91% | 98.60% | 97.75% | 100.00% | 99.65% | 99.82% |
| Septoria leaf spot (SLS) | 97.92% | 97.18% | 97.55% | 99.81% | 100.00% | 99.91% |
| Two spotted spider mite (TSSM) | 94.55% | 96.62% | 95.58% | 99.40% | 99.60% | 99.50% |
| Target spot (TS) | 93.60% | 93.60% | 93.60% | 99.05% | 99.29% | 99.17% |
| Yellow Leaf curl virus (YCV) | 99.27% | 99.07% | 99.16% | 100.00% | 99.90% | 99.95% |
| Mosaic virus (MV) | 96.43% | 96.43% | 96.43% | 100.00% | 100.00% | 100.00% |
| Healthy (H) | 100.00% | 99.16% | 99.58% | 100.00% | 100.00% | 100.00% |
| average | 96.65% | 96.50% | 96.56% | 99.67% | 99.61% | 99.64% |