Table 4 Comparison of experimental results of common algorithm models.
From: Detection of safety helmet and mask wearing using improved YOLOv5s
Algorithm model | mAP@0.5 | Parameter volume/M | Computing volume/M |
|---|---|---|---|
Faster-RCNN | 0.841 | 137.06 | 186.32 |
SSD | 0.631 | 27.32 | 32.28 |
YOLOv3 | 0.765 | 60.34 | 115.80 |
YOLOv4 | 0.798 | 64.36 | 100.23 |
YOLOv4-tiny | 0.812 | 21.86 | 46.15 |
YOLOv5s | 0.832 | 7.05 | 14.50 |
Ours | 0.875 | 3.19 | 6.70 |
