An Improved YOLOv5 Network for Detection of Printed Circuit Board Defects

Table 3

Comparison of methods on the PCB defect dataset.

Method	[email protected] (%)	[email protected]:.95 (%)	Speed (FPS)	Parameters (MB)
Faster R-CNN	95.32	64.5	7	528
SDD	84.67	55.7	41	149
RetinaNet	89.7	61.2	23	157
YOLOv4	97.63	63.3	62	248
YOLOv5s	98.72	66.1	87	14.5
Proposed method	99.1	69.3	86	17