Table 3 Ablation experiment design.

From: Metal surface defect detection using SLF-YOLO enhanced YOLOv8 model

Model

SC_C2f Block

Light-SSF_Neck

FIMetal-IoU

Baseline

\(\times\)

\(\times\)

\(\times\)

Model A

\(\checkmark\)

\(\times\)

\(\times\)

Model B

\(\times\)

\(\checkmark\)

\(\times\)

Model C

\(\times\)

\(\times\)

\(\checkmark\)

Model D

\(\checkmark\)

\(\checkmark\)

\(\times\)

Model E

\(\checkmark\)

\(\times\)

\(\checkmark\)

Model F

\(\times\)

\(\checkmark\)

\(\checkmark\)

Ours

\(\checkmark\)

\(\checkmark\)

\(\checkmark\)