We have integrated these three models together according to the logic flow in the overview diagram below and developed an interface allowing direct detection of helmet violation on video. Meanwhile, ...

an improved YOLOv8 safety helmet wearing detection algorithm has been established. To begin, the transformer part is the central component of the system. It uses the contextual knowledge stored in the ...