A Defect Detection Model for Industrial Products Based on Attention and Knowledge Distillation

Table 3

Ablation experiment with YOLOv5S.

Approach and improvement	[email protected] (%)	[email protected] (%)	Precision (%)	Recall (%)	F1
YOLOv5S	97.2	56.6	96.4	96.8	0.97
+Our backbone	97.83	56.94	97.84	96.87	0.97
+Our neck	97.71	57.13	97.1	97.38	0.98