1. An image processing apparatus comprising: an image input unit which receives an image; and an image processing unit which generates reference data according to a plurality of learning images classified into a plurality of first classes according to a noise characteristic and a plurality of second classes according to an image characteristic, and which performs scaling for the received image according to the generated reference data.