Fig. 3

The architecture of our proposed YOLO-UD. Where the modules denoted by colours like SPPF, Detect, CBS and C2PSA are modules from the original YOLO11. The settings of C3k=True for deep features and C3k=False for shallow features also follow the best experimental settings of YOLO11.