ResNet15: Weather Recognition on Traffic Road with Deep Convolutional Neural Network

Table 5

Comparison of computational complexity of different methods.

Method	Model size (M)	Run time on CPU		Run time on GPU		FPS
		Train (h)	Test (s)	Train (s)	Test (s)	CPU	GPU
AlexNet	58.3	58.7	478	3131	6.96	2.1	141.2
VGG16	134.3	458.3	2819	3147	12.17	0.3	80.8
GoogLeNet	6.8	218.5	1083	3116	22.18	0.9	44.3
ResNet50	45.7	738.4	3966	3686	27.81	0.2	35.3
ResNet34	22.7	247.3	1393	3204	17.57	0.7	55.9
ResNet15	5.4	27.3	224	2986	6.02	4.4	163.3