Classic Kernel Regression Method for Deblurring
A classic implementation of kernel regression method for deblurring with excellent performance, complete with reference literature and code implementation details
Kernel Regression Method Image Restoration Algorithm Toolkit
A comprehensive image restoration toolkit using kernel regression methods, featuring complete MATLAB implementation with test images and relevant academic references.
Local Linear Regression Methods and Their Robust Forms
Local linear regression methods and their robust forms are recognized as effective nonparametric smoothing techniques. Compared to popular kernel regression approaches, they offer superior advantages including higher asymptotic efficiency and stronger design adaptability. Moreover, local linear regression accommodates nearly all regression design scenarios without requiring boundary corrections.