Support vector regression has been proposed in a number of image processing tasks including blind image deconvolution, image denoising and single frame super-resolution. As for other machine learning methods, the training is slow. In this paper,

Single Image Super-Resolution using Gaussian Process Regression Method

Joint Learning for Single-Image Super-Resolution via a Coupled Constraint Method