
Figure 1.
YOLO architecture

Figure 2.
Proposed system model

Figure 3.
Sample dataset

Figure 4.
Images captured on roads

Figure 5.
(a), (b), (c), (d) Sample dataset

Figure 6.
Emergency vehicle identification using YOLOV8

Figure 7.
Confusion matrix

Figure 8.
F1 Confidence curve on the vehicle identification

Figure 9.
Precision confidence curve for the vehicle identification

Figure 10.
Precision-Recall curve for different emergency vehicle identification

Figure 11.
Recall-Confidence curve on different vehicles
