Can Deep Learning Identify Tomato Leaf Disease?

Table 1

The raw tomato leaf dataset.

Label	Category	Number	Leaf symptoms	Illustration
1	Corynespora leaf spot disease	547	Small brown spots appear, leaf spots have yellow halo.	See Figure 1 first row No.1-No.5
2	Early blight	405	Black or brown spots appear, leaf spots often have yellow or green concentric ring pattern.	See Figure 1 first row No.6-No.10
4	Late blight	726	Water-soaked area appears and rapidly enlarges to form purple-brown, oily-appearing blotches.	See Figure 1 second row No.1-No.5
5	Leaf mold disease	480	Irregular yellow or green area appears.	See Figure 1 second row No.6-No.10
6	Septoria leaf spot	734	Round spots, marginal brown, chlorotic yellow, appear.	See Figure 1 third row No.1-No.5
7	Two-spotted spider mite	720	Show white or yellow spots, blade back netting.	See Figure 1 third row No.6-No.10
8	Virus disease	481	Develop yellow or green, slightly shrinking.	See Figure 1 forth row No.1-No.5
9	Yellow leaf curl disease	814	Develop small and curl upward, crumpling, and marginal yellowing, bushy appearance.	See Figure 1 forth row No.6-No.10
3	Health	643		See Figure 1 fifth row
Total		5550