Abstract: Highlights•Propose a feature enhancement-fusion network based on cross-correlation and transformer.•Adapt the Encoder-Decoder structure to the tracking task.•Propose a context-aware decoupled prediction head.•Achieve excellent performance on five test benchmarks.
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