1. A method comprising: generating a set of pixel values and pixel value frequencies for a pixel presented in a series of digital images of a scene; receiving a digital image of the scene, wherein the digital image comprises a pixel value for the pixel; comparing the pixel value for the pixel with the set of pixel values and pixel value frequencies; and based on the comparing, determining whether to substitute the pixel value with a different pixel value.