Table 4 Experimental results of single class AP comparisons on the PCBA-DET dataset.
From: Defect detection of printed circuit board assembly based on YOLOv5
Number | Defect category | YOLOv5s (Baseline) | YOLOv7 | PCBA-YOLO (Ours) |
|---|---|---|---|---|
1 | Fan scratch | 99.5 | 99.7 | 99.5 |
2 | Motherboard scratch | 97.8 | 98.4 | 98.4 |
3 | Missing fan wiring | 98.1 | 97.4 | 98.4 |
4 | Loose fan wiring | 97.1 | 96.3 | 96.4 |
5 | Loose motherboard screw | 97.7 | 97.8 | 98.0 |
6 | Missing motherboard screw | 97.5 | 97.8 | 98.2 |
7 | Loose fan screw | 89.9 | 96.3 | 93.2 |
8 | Missing fan screw | 97.0 | 95.3 | 96.0 |
