1. Method for processing of an image, said method comprising the steps of pre-processing the image for determining at least one predominant direction of at least one of edges and texture; determining a total variation of the image using a weighted sum of variations along the at least one predominant direction and along a direction orthogonal to the at least one predominant direction; and processing the image using regularization of the total variation.