Table 3 The impact of individual components of the DY-YOLO network on different types of defects in the MSD dataset.
YOLOv8(Base) | Dynamic-C2f | Dynamic-LSKA | HSF-BPAN | mAP@0.5 (%) | ||
|---|---|---|---|---|---|---|
Oil | Scr | Sta | ||||
✔ |  |  |  | 98.8 | 98.9 | 97.1 |
|  | ✔ |  |  | 98.2 | 99.4 | 98.2 |
|  |  | ✔ |  | 99.0 | 99.4 | 98.5 |
|  |  |  | ✔ | 98.0 | 99.5 | 98.9 |