DWCA-YOLOv5: An Improve Single Shot Detector for Safety Helmet Detection

Table 6

Comparison of experimental results of multiple detection algorithms.

Detection model	AP50/%		mAP/%
	Hat	Person
Faster RCNN	80.8	42.2	61.5
SSD	78.8	68.2	73.5
YOLOv3	89.12	80.7	84.9
YOLOv3 + SPP	90.5	86.3	88.4
YOLOv5m	94.8	93.1	93.9
YOLOv5l	95.1	93.5	94.3
YOLOv5x	95.6	94.3	95.0
YOLOv5s	93.3	91.7	92.7
Ours	96.5	95.2	95.9