1. A processor implemented method for importance guided image transformation, comprising: determining a non-uniform scaling scheme for a subject image based on the importance that is accorded respective features of said subject image; generating a transformed image based on said non-uniform scaling scheme wherein said respective features are transformed based on respective different scaling types; and using a processor, providing access to said transformed image to an image presentation system for display, wherein said importance that is accorded respective features of said subject image is determined by: segmenting said subject image according to individual buildings; detecting repeating elements of said individual buildings; detecting business signs in said individual buildings; and assigning relative scores to respective features of said individual buildings.