1. An image filtering apparatus, comprising: a calculator to calculate a standard deviation of depth values for each pixel using a predetermined number of depth images, and to calculate an average infrared ray (IR) intensity value for each pixel using a predetermined number of IR intensity images; and a model generator to generate a noise prediction model associated with a depth image using the standard deviation and the average IR intensity value.