In this paper, a Siamese network tracker named SiamSMDFFF, which combines shallow-middle-deep feature fusion with a clustering-based adaptive rectangular window filter, is proposed. SiamSMDFFF uses the features to fuse at the feature level to obtain the complementary feature maps and then uses ...