Identification of Crop Diseases and Insect Pests Based on Deep Learning

Table 3

Experimental results of identification of pear diseases and insect pests images by different models.

Model	Image type	(%)	Average recognition rate (%)	Recognition time (ms)
Reference [13]	Scarab	91.28	89.19	435
	Pear gall midge	89.72
	Pear leaf sucker	86.58
Reference [19]	Scarab	92.63	90.00	308
	Pear gall midge	90.35
	Pear leaf sucker	87.01
Reference [20]	Scarab	94.18	92.23	369
	Pear gall midge	92.54
	Pear leaf sucker	89.96
The proposed model	Scarab	98.25	96.26	321
	Pear gall midge	95.81
	Pear leaf sucker	94.73