Table 13.
Accuracy comparison of the resolution of synthetic images among different GANs. Each class has 1000 synthetic images. The synthetic images were trained on ResNet18 and the accuracy was calculated in the PlantVillage test set.
| Resolution | CGAN | ControlGAN | ACGAN | BAGAN | MFC-GAN | Our |
|---|---|---|---|---|---|---|
| 64 × 64 | 5.7% | 6.5% | 29.7% | 30.1% | 38.2% | 43.5% |
| 128 × 128 | 5.4% | 7.6% | 34.9% | 35.2% | 39.6% | 44.2% |