The object tracking alongside the image segmentation have recently become a particular significance in satellite and aerial imagery. latest achievements this field are closely related to application of deep-learning algorithms and, particularly, convolutional neural networks (CNNs). Supplemented by sufficient amount training data, CNNs provide advantageous performance comparison classical metho...