Table 3 Experimental results of the YOLO series of models on the PCBA-DET dataset.
From: Defect detection of printed circuit board assembly based on YOLOv5
Models | mAP@0.5/% | mAP@0.5:0.95/% | Param (M) | FLOPs (G) | FPS |
|---|---|---|---|---|---|
YOLOv3 | 97.1 | 56.4 | 58.7 | 155.4 | 103.1 |
YOLOv5s | 96.8 | 56.1 | 6.7 | 16.0 | 333.3 |
YOLOv5m | 97.3 | 57.6 | 19.9 | 48.3 | 196.1 |
YOLOv7 | 97.4 | 57.0 | 36.9 | 104.7 | 102.0 |
PCBA-YOLO(Ours) | 97.3 | 57.3 | 12.4 | 20.8 | 322.6 |
