Table 3 Experimental results of the comparative test.
From: YOLO-DP: A detection model of fifteen common rice diseases and pests
Model | FPS | Size/MB | Precision (%) | Recall (%) | mAP50 (%) | mAP95 (%) |
|---|---|---|---|---|---|---|
TOOD | 50.6 | 246.0 | 71.0 | 61.3 | 66.3 | 47.6 |
Faster R-CNN | 52.8 | 1230.0 | 65.4 | 60.5 | 63.6 | 44.1 |
RT-DETR | 8.1 | 38.6 | 80.6 | 74.0 | 74.3 | 46.4 |
YOLOv10n | 166.9 | 5.5 | 71.0 | 50.4 | 58.7 | 38.1 |
YOLOv8n | 268.7 | 6.0 | 79.0 | 70.7 | 74.9 | 46.1 |
YOLO-DP | 138.1 | 11.8 | 80.9 | 74.4 | 77.8 | 50.1 |
