1. A method comprising: determining, by an image processing system, directional gradients corresponding to pixels in an image; generating, by the image processing system, a linear predictor and a quadratic predictor from the directional gradients; and modifying, by the image processing system, the pixels in the image with kernel regression utilizing the linear predictor and the quadratic predictor.