Table 1 Comparative experiments of different models on PCB defect dataset.

From: Defect detection of printed circuit board assembly based on YOLOv5

Model

Precision/%

Recall/%

mAP@0.5/%

Param(M)

FLOPs(G)

YOLOv5s

98.2

99.2

98.9

6.7

16.0

CDI-YOLO52

97.1

96.4

98.3

5.76

12.6

PCBA-YOLO

98.2

98.8

99.0

12.4

20.8

  1. Significant values are in bold.