Table 2 Selected CNN-based models with algorithm hyperparameters
CNN-based model | Hyperparameters | |||
|---|---|---|---|---|
Optimizer | MiniBatchSize | MaxEpochs | InitialLearnRate | |
Alexnet | sgdm | 40 | 5 | 10–4 |
Googlenet | sgdm | 40 | 5 | 10–4 |
VGG16 | sgdm | 40 | 3 | 10–4 |
VGG19 | sgdm | 40 | 3 | 10–4 |
Resnet18 | sgdm | 40 | 5 | 10–4 |
Resnet50 | sgdm | 40 | 5 | 10–4 |
Resnet101 | sgdm | 40 | 5 | 10–4 |