Identification of Crop Diseases and Insect Pests Based on Deep Learning

Table 2

Parameter setting of improved AlexNet network.

Network layer	Convolution kernel	Step	Number of convolution kernels
Conv1	11 × 11 × 3	6	96
Pool1	1 × 3 × 3 × 1	2
Conv2	5 × 5 × 48	1	256
Pool2	1 × 3 × 3×1	2
Conv3	3 × 3 × 256	1	384
Conv4	3 × 64 × 192	1	384
Conv5	3 × 3 × 192	1	256
Pool5	1 × 3 × 3 × 1	2	3 × 3
FC6	64 × 256		256 × 1
ReLU6			512
Dropout
FC7	32 × 256		2 × 1
ReLU7			256
Dropout
FC8	256 × 2		2
	Softmax
Output