Abstract: Highlights•A succinct baseline for tracking temporal changes in dynamic scenes.•Design attention to efficiently exchange inter- and intra-frame information.•Pairing targets with contextual hints to establish a noise-reduced memory mechanism.•Selectively storing target memories by leveraging prominent aspects of the target.
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