Table 3 The impact of individual components of the DY-YOLO network on different types of defects in the MSD dataset.

From: Smartphone screen surface defect detection using dynamic large separable kernel attention and multi-scale feature bi-directional path aggregation network

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