Recognition of safety helmets wearing by construction workers is a common target detection topic in applications of deep learning-based image processing. This paper provides a study of an enhanced YOLOv5-based method. in which the challenges caused by complicated construction environment backgrounds. dense targets. https://herbsdailyes.shop/product-category/sharps-collectors-receptacles/