Open access
Oct 2026
A lightweight YOLO based framework for real-time seat belt detection in intelligent traffic surveillance
Road accidents remain a major cause of fatalities worldwide, and proper seat belt usage significantly reduces the risk of severe injuries and death. Ensuring compliance through automated traffic surveillance systems is therefore essential; however, reliable real-time detection remains challenging due to illumination va...
Prasanta Kumar Nayak, R. Dash, Debendra Muduli et al.
· Scientific Reports · 0 citations