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

Shafik, Wasswa; Tufail, Ali; De Silva Liyanage, Chandratilak; Apong, Rosyzie Anna Awg Haji Mohd

doi:10.1186/s12870-024-04825-y

BMC Plant Biology

Table 5 PlantVillage dataset based on plant type

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

Plant Class	Affected Plant	Disease name (as per dataset)	Reported samples		Total images
Plant Class	Affected Plant	Disease name (as per dataset)	Training	Testing	Total images
Tomato Class	Tomatoes	Tomato Yellow Leaf Curl Virus	4,286	1,071	5357
	Tomatoes	Tomato mosaic virus	299	74	373
	Tomatoes	Target spot	1,123	281	1,407
	Tomatoes	Spider mites Two-spotted spider mites	1,341	335	1,676
	Tomatoes	Septoria leaf spot	1,417	354	1,771
	Tomatoes	Leaf mold	761	191	952
	Tomatoes	Late blight	1,527	382	1,909
	Tomatoes	Early blight	800	200	1,000
	Tomatoes	Bacterial spots	1,702	425	2,127
	Tomatoes	Healthy	1,273	318	1,591
Maize Class	Maize Corn	Northern Leaf Blight	788	197	985
	Maize Corn	Ordinary rust	953	239	1,192
	Maize	Cercospora leaf spot gray leaf spot	410	103	513
	Maize Corn	Healthy	929	233	1,162
Apple Class	Apples	Cedar apple rust	220	55	275
	Apples	Black rots	496	125	621
	Apple	Apple cab	504	126	630
	Apple	Healthy	1,316	329	1,645
Potato Class	Potatoes	Late blight	800	200	1,000
	Potatoes	Healthy	121	31	152
	Potatoes	Early blight	800	200	1,000
Strawberry Class	Strawberries	Healthy	364	92	456
Strawberry Class	Strawberries	Leaf scorch	887	222	1,109
Squash Class	Squashes	Powdery mildew	1,468	367	1,835
Soybean Class	Soybeans	Healthy	4,072	1,018	5,090
Raspberry Class	Raspberry	Healthy	297	74	371
Pepper Class	Pepper bells	Healthy	1,183	295	1,478
Pepper Class	Pepper bells	Bacterial spots	797	200	997
Peach Class	Peaches	Healthy	288	72	360
Peach Class	Peach	Bacterial spot	1,838	459	2,297
Orange Class	Orange	Huanglongbing	4,405	1,102	5,507
Grape Class	Grape	Leaf blight	861	215	1,076
	Grape	Healthy	339	84	423
	Grape	Esca	1,107	276	1,383
	Grape	Black rot	944	236	1,180
Blueberry Class	Blueberry	Healthy	1,202	300	1,502
Cherry Class	Cherry	Powdery mildew	842	210	1,052
Cherry Class	Cherry	Healthy	684	170	854

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ISSN: 1471-2229

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