 We present a method for change detection in images using conditional adversarial network approach. The original network architecture based on Pix2Pix is proposed and evaluated for difference map creation. The paper addressed three types of experiments, change detection in synthetic images without objects relative shift, change detection in synthetic images with small relative shift of objects and change detection in real season varying remote sensing images. This article was authored by M.A. Lebedev, Y.V. Vizilter, O.V. Vigilov and others.