Abstract: Highlights•Propose a framework LTST for both long-term tracking and object segmentation.•Propose a memory attention network to leverage historical information.•Supplementary modules are integrated for tracking verification and re-detection.•Experiments demonstrate that LTST achieves state-of-the art performance.
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