Table 3 Pre-trained CNN models along with their geometric features.
Pre-trained CNN Model | Number of Layers | Network size (MB) | Parameters (Millions) | Input Size (Pixels) |
---|---|---|---|---|
VGG16 | 16 | 515 | 138 | 224x224 |
ResNet-50 | 50 | 96 | 25.6 | 224x224 |
DenseNet-201 | 201 | 77 | 20 | 224x224 |
EfficientNetB0 | 82 | 20 | 5.3 | 224x224 |
AlexNet | 8 | 227 | 61 | 227x227 |
Xception | 71 | 85 | 22.9 | 299x299 |
Inceptionv3 | 48 | 89 | 23.9 | 299x299 |
InceptionResNetV2 | 162 | 209 | 55.9 | 299x299 |