CBAM-YOLOv5: A Promising Network Model for Wear Particle Recognition

Table 3

Effect comparison of different models in the same series.

Model	(%)	(%)	(s)	mAP (%)	Model size (MB)
YOLOv3	79.56	75.30	0.1420	82.10	236
YOLOv4	78.68	77.53	0.0851	84.70	156
YOLOv5	88.60	84.30	0.0516	83.76	20.5
Our	96.70	91.60	0.0313	92.62	25.5