Table 4.

Elapsed Training time (in minutes) for all CNN models

CNN Architectures	Scenario 1	Scenario 2	Scenario 3
AlexNet	41	486	56
Google-Net	82	1455	108
Vgg16	377	5295	378
Vgg19	407	6971	446
ResNet-18	80	1426	110
ResNet-50	195	2839	287
ResNet-101	312	5148	462
Inception V3	296	3866	387
InceptionResNetv2	451	13,589	818
Squeeze Net	41	641	59
Dense-Net 201	491	9301	603
Xception	467	6744	803
CNN-X (Our)	69	1642	96