Trong-Hop Do

A unified real-time framework for helmet and red-light violation detection in motorcycle-dominant traffic

Traffic surveillance in motorcycle-dominant urban settings presents unique challenges that single-task detection systems have struggled to resolve. This paper describes a framework that jointly addresses helmet non-compliance and red-light violations within a single runtime, without requiring separate model pipelines....