The goal of this work is to remove humans from a video in order to clearly observe the background of the scene. We would like to achieve this with an approach that does not requires any pre-preparation, is able to handles dynamic background, is able to automatically selects target areas, and requires only a single freely-moving camera without a depth sensor.