Table 2.
CNN | Input Size | Activation Function | Optimizer | Batch Size/Epoch/Dropout | Learning rate of Nadam/RMSProp/SGD |
---|---|---|---|---|---|
Xception | 299 × 299 × 3 | Mish, ReLU | Nadam, RMSProp, SGD | 20/50/0.5 | 0.002/0.001/0.002 |
Inception-V3 | 299 × 299 × 3 | Mish, ReLU | Nadam, RMSProp, SGD | 20/50/0.5 | 0.002/0.001/0.002 |
ResNet-50 | 224 × 224 × 3 | Mish, ReLU | Nadam, RMSProp, SGD | 20/50/0.5 | 0.002/0.001/0.002 |
NasNetMobile | 224 × 224 × 3 | Mish, ReLU | Nadam, RMSProp, SGD | 20/50/0.5 | 0.002/0.001/0.002 |
VGG-16 | 224 × 224 × 3 | Mish, ReLU | Nadam, RMSProp, SGD | 20/50/0.5 | 0.002/0.001/0.002 |
AlexNet | 224 × 224 × 3 | Mish, ReLU | Nadam, RMSProp, SGD | 20/50/0.5 | 0.002/0.001/0.002 |
Stochastic gradient descent (SGD).