Texture analysis is an area that has been studied extensively [1]. Image textures are defined as visual patterns appearing in the image. Texture classification is concerned with the problem of assigning a sample image to one in the set of known texture classes. Originally, texture classification was performed on grayscale images, thus discarding color information. Many gray level texture descriptors have been developed and successfully used in numerous domains for image classification: industrial inspections [2], food science [3,4], content-based image retrieval [5], medicine [6], face recognition [7] among others. Nowadays, the cameras register RGB color images and there are proved evidences that