Table 4.
Comparison of the training time for the AI models with and without transfer learning.
| Database | Model | Training time (Transfer Learning) | Training time (without using Transfer Learning) |
|---|---|---|---|
| MET | ResNet50 | 30 min | 119 min |
| ResNet101 | 158 min | 237 min | |
| VGG16 | 26 min | 492 min | |
| VGG19 | 40 min | 524 min | |
| GoogleNet | 32 min | 57 min | |
| MobileNetV2 | 107 min | 145 min | |
| AlexNet | 10 min | 42 min | |
| DenseNet201 | 209 min | 534 min | |
| MOP | ResNet50 | 19 min | 77 min |
| ResNet101 | 47 min | 157 min | |
| VGG16 | 14 min | 305 min | |
| VGG19 | 16 min | 326 min | |
| GoogleNet | 13 min | 25 min | |
| MobileNetV2 | 41 min | 52 min | |
| AlexNet | 3 min | 15 min | |
| DenseNet201 | 135 min | 283 min |