Piecewise polynomial approximation of spatial curvilinear profiles using the Hough transform

•We identify the piecewise space polynomial curve best fitting a curvilinear profile in the 3D space.•We provide a method for the profile approximation and theoretical guarantees to its existence.•We recognise the profile with a low-degree polynomial curve obtained by applying the Hough transform.•We validate our approach on real objects point clouds.