Table 2.

Properties of pre-trained convolutional neural networks (CNNs).

Network Model	Depth	Size (MB)	Parameter (Millions)	Input Image Size
ResNet-18	18	44.0	11.7	224 × 224 × 3
MobileNet-v2	53	13.0	3.5	224 × 224 × 3
ResNet-50	50	96.0	25.6	224 × 224 × 3
ResNet-101	101	167.0	44.6	224 × 224 × 3
Inception-v3	48	89.0	23.9	299 × 299 × 3
Inception-ResNet-v2	164	209.0	55.9	299 × 299 × 3