Kernel methods have been studied extensively in recent years. We propose a three-dimensional (3-D) Epanechnikov Mixture Regression (EMR) based on our (EK) and realize complete framework for image coding. In research, we deduce the covariance-matrix form of 3-D kernels their correlated statistics to obtain mixture models. To apply theories coding, EMR which can better model an smaller blocks com...