Table 1 Summary of related work on leaf disease detection using YOLO architectures.
From: A comprehensive analysis of YOLO architectures for tomato leaf disease identification
Models | Plant species | Number of diseases | Number of images | References |
|---|---|---|---|---|
YOLOv5, YOLOvX, YOLOv4, SSD | Corn, potato, tomato | 8 | 3154 | |
YOLOv5, YOLOv6 | 13 species | 17 | 2569 | |
YOLOv5, YOLOv7, YOLOv8 | Citrus | 3 | 2684 | |
YOLOv7, YOLOv8, Faster R-CNN | Guava, mango | 4 (guava), 3 (mango) | 1522 | |
YOLOv5, YOLOv8, YOLOv9 | Apples, cucumbers, tomatoes, and grapes | 1 (infected and healthy) | 8,858 | |
YOLOv5, YOLOv6, YOLOv8, YOLOv9 | 13 species | 17 | 2569 | |
YOLOv8, YOLOv9, YOLOv10 | Banana | 1 (infected and healthy) | 450 | |
YOLOv5, YOLOv8, YOLOv9, YOLOv10 | Melon | 5 | 600 |
