Table 5.
CNN models | Trainable parameters | Nontrainable parameters | Total parameters |
---|---|---|---|
ResNet18 | 11,177,352 | 7,808 | 11,185,160 |
ResNet50 | 23,544,712 | 53,120 | 23,597,832 |
ResNet101 | 42,562,952 | 105,344 | 42,668,296 |
ResNet152 | 58,229,640 | 151,424 | 58,381,064 |
VGG16 | 134,292,168 | 0 | 134,292,168 |
InceptionV3 | 21,784,168 | 34,432 | 21,818,600 |
MobileNet | 3,214,600 | 21,888 | 3,236,488 |
Xception | 20,822,768 | 54,528 | 20,877,296 |