Table 6.

Comparison of tomato early blight severity detection results using different YOLO models

Model	P/%	R/%	mAP50/%	GFLOPs	Weight /MB
YOLOv3-tiny	89	89.4	91.5	14.3	19.2
YOLOv5n	73.5	87.4	85.1	5.8	4.6
YOLOv8n	83.9	84.2	88.9	6.8	5.6
YOLOv10n	85.6	85.2	90.2	8.2	5.8
SSD	88.9	87.6	92	6.3	5.4
Faster R-CNN	81.9	85.8	88.2	6.5	5.7
ViT	86.6	81.3	88.8	5.7	5.1
YOLOv11-AIU	91.4	89.8	94.1	5.4	4.7