Plant Disease Identification Based on Deep Learning Algorithm in Smart Farming

Table 3

The composition and parameter setup of ResNet-101.

Network layer	Number of kernels	Size of kernel	Output shape	Number of parameters
Convolution	64	(7, 7)	(112, 112, 64)	9408
Maxpooling	—	(2, 2)	(56, 56, 64)	0
Convolution	64	(3, 3)	(56, 56, 64)	36864
Convolution	128	(3, 3)	(28, 28, 128)	73728
Convolution	128	(3, 3)	(56, 56, 128)	147456
Convolution	256	(3, 3)	(28, 28, 256)	294912
Convolution	256	(3, 3)	(28, 28, 256)	589824
Convolution	512	(3, 3)	(14, 14, 512)	1179648
Convolution	512	(3, 3)	(14, 14, 512)	2359296
Averagepooling	—	(2, 2)	(7, 7, 512)	0
Softmax	1000	(7, 7)	(1, 1, 1000)	25088000