Road curb extraction is a critical component of road environment perception. being essential for calculating road geometry parameters and ensuring the safe navigation of autonomous vehicles. The existing research primarily focuses on extracting curbs from ordered point clouds. which are constrained by their structure of point cloud organization. https://jalyttlers.shop/product-category/cocktail-shaker/