Open access
Jul 2026
An enhanced YOLOv10 framework for small-object safety helmet detection on construction sites.
Findings indicate that the YOLOv10 detector is a strong candidate for deployment-focused helmet-compliance monitoring in large-scale construction settings, although performance limitations remain most evident in far-field views and highly crowded scenes.
Seunghyeon Wang, Enlian Zhang, Rong-Lu Hong et al.
· Scientific Reports · 2 citations