Abstract: Highlights•A novel Motion-Perceive Siamese network.•A motion branch is proposed to predict the motion state of the target.•An adaptive fusion module is proposed to fuse classification maps from two branches.•The proposed method achieves competitive performance on several tracking datasets.
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