Figure 10

Detection results of YOLO-OVD, Faster R-CNN, PP-YOLOE, and YOLOv7 in dense scenes. The Faster R-CNN suffers from significant leakage and misdetection, while PP-YOLOE and YOLOv7 display notable missed detections. In contrast, our method is able to handle severely congested situations effectively.