Research on Camouflaged Human Target Detection Based on Deep Learning

Table 3

Comparison of ablation experiment results.

Model	MCA	CARAFE	K-means++	P/%	R/%	mAP/%	Size/MB
YOLOv5s	×	×	×	94.1	83.3	90.3	14.4
YOLOv5s	√	×	×	94.8	83.9	92.9	32.8
YOLOv5s	×	√	×	88.4	87.6	92.4	14.6
YOLOv5s	×	×	√	92.5	85.7	90.8	14.4
YOLOv5s	√	√	×	92.3	88.5	93.6	33.1
YOLOv5s	√	√	√	97.4	86.1	94	33.1