Traffic violations by motorcycle riders pose a significant risk to urban road safety. In this paper. we present a novel approach that utilizes computer vision algorithms to detect and quantify traffic violations committed by motorcycle riders. These violations include non-compliance with helmet regulations. https://chefesquipmenters.shop/product-category/dough-dockers/