Abstract: Highlights•STCN fuses prior knowledge, enhancing handling of appearance changes.•Multi-SMFM constructs pixel-level similarity maps, suppressing interferences.•STCTrack combines STCN and multi-SMFM, outperforming existing trackers.
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