Siamese trackers demonstrated high performance in object tracking due to their balance between accuracy and speed. Unlike classification-based CNNs, deep similarity networks are specifically designed address the image problem thus inherently more appropriate for task. However, mainly use last convolutional layers analysis target search, which restricts performance. In this paper, we argue that ...