Table 1.
Datasets comparison between plant disease diagnosis and image object detection.
Dataset | Pictures | Public available | Applications | Categories | Collection environment |
---|---|---|---|---|---|
PlantVillage [34] | 50,000 | TRUE | Classification | 14 crop | Plain |
26 diseases | |||||
Potato Blight [14] | 1,840 | FALSE | Detection | Potato blight | Complex |
Citrus Disease [26] | 2,684 | FALSE | Detection | 3 diseases | Plain background |
PlantDoc [35] | 2,598 | TRUE | Classification | 13 crops | Complex/plain |
Detection | 17 diseases | ||||
PASCAL VOC [36] | 18,459 | TRUE | Classification | 20 categories | Complex/plain |
Detection | |||||
Segmentation | |||||
COCO [37] | 330,000 | TRUE | Classification | 81 Categories | Complex/plain |
Detection | |||||
Segmentation |