A function or operator that takes an image as its input and produces an image as its output. Depending on the transform chosen, the input and output images may appear entirely different and have different interpretations. Fourier transforms, principal component analysis (also called Karhunen-Loeve analysis), and various spatial filters, are examples of frequently used image transformation procedures.