A visual representation of Table 1. As the confidence threshold decreases, the TP and FP values increase. Here, we can see where YOLO performs at its optimised confidence threshold. The key is to find the balance between both true positive and true negative values. For our model, we have evaluated using IOU threshold at 0.5 as it tests the model’s robustness and localised accuracy at detecting Type III SRBs.