Abstract: According to various embodiments, a framework for transferring micro-scale properties of any kind (geometry, optical properties, material parameters resolution, etc.) of a material, to larger images of the same material is provided. The framework includes a machine learning model capable of learning to perform this transfer from a set of micro-scale images of one or more patches of the material and micro-scale properties of the material. The machine learning framework transfers the micro-scale properties to images of the same material, regardless of its size, resolution, illumination or geometry.