Using transfer learning-based plant disease classification and detection for sustainable agriculture

BMC Plant Biology

Table 4 PlantVillage dataset based on the disease names

Plant Class	Affected Plant	Disease names	Reported samples		Total Images
Plant Class	Affected Plant	Disease names	Training	Testing	Total Images
CD1	Tomatoes	Tomato Yellow Leaf Curl Virus	4,286	1071	5,357
CD2	Tomatoes	Tomato mosaic virus	299	74	373
CD3	Tomatoes	Target spot	1,123	281	1,404
CD4	Tomatoes	Spider mites Two-spotted spider mites	1,341	335	1,676
CD5	Tomatoes	Septoria leaf spot	1,417	354	1,771
CD6	Squash, Cherry	Powdery mildew	2,310	577	2,887
CD7	Corn	Northern Leaf blight	817	197	1,014
CD8	Strawberry	Leaf scorch	887	222	1,109
CD9	Tomato	Leaf mold	761	191	952
CD10	Grapes	Leaf blight Isariopsis Leaf Spots	861	215	1,076
CD11	Tomato, Potato	Late blight	2327	582	2,909
CD12	Oranges	Haunglongbing Citrus greening	4,405	1,102	5,507
CD13	Grapes	Esca black measles	1,107	276	1,383
CD14	Tomatoes, Potatoes	Early blight	1600	400	2,000
CD15	Corn	Ordinary rust	953	239	1,192
CD16	Corn	Cercospora leaf spot gray leaf spot	440	103	543
CD17	Apples	Cedar apple rust	220	55	275
CD18	Apples, Grapes	Black rots	1,140	361	1501
CD19	Tomatoes, bell, Pepper, and Peach	Bacterial spot	4,337	1,084	5,421
CD20	Apple	Apple scab	504	126	630
CD21	Tomatoes	Healthy	4,909	1,200	6,109

ISSN: 1471-2229