Table 3.
Model | Image Modality | Precision | Recall | mAp | F1-Score |
---|---|---|---|---|---|
YOLO v5 | RGB | 0.804 | 0.716 | 0.797 | 0.751 |
SAVE | 0.799 | 0.829 | 0.819 | 0.810 | |
YOLO v8 | RGB | 0.843 | 0.755 | 0.807 | 0.795 |
SAVE | 0.904 | 0.710 | 0.801 | 0.794 | |
YOLO v9 | RGB | 0.806 | 0.605 | 0.737 | 0.65 |
SAVE | 0.783 | 0.666 | 0.775 | 0.71 | |
YOLO-NAS | RGB | 0.733 | 0.541 | 0.659 | 0.623 |
SAVE | 0.731 | 0.665 | 0.690 | 0.69 | |
Roboflow 3.0 | RGB | 0.719 | 0.643 | 0.660 | 0.675 |
SAVE | 0.781 | 0.613 | 0.680 | 0.68 |