Unsupervised detection and tracking of moving objects for video surveillance applications.

•Unsupervised tracking, without using any prior knowledge about the objects.•Our method manages the illumination change and the targets deformation.•When an object leaves the scene, our method leaves this one and seeks another.•The results show that the new method can effectively handle many complex situations.