A system, method and a computer-readable medium for creating texture exemplars from images are provided. The texture exemplars are created by receiving an image containing a plurality of pixels representing a plurality of textures, wherein each texture in the plurality of textures is configured to be selectable by a user, determining a desired texture in the plurality of textures contained within the image and defining a scale of the desired texture, generating a heat mapping of the image, wherein the heat mapping indicates location of the desired texture, generating, based on the heat mapping, a plurality of tiles corresponding to the defined scale of the desired texture, and generating an exemplar of desired texture.