Abstract: Highlights•We put forward Correlation-Refine network to address the issue of lacking semantic information.•We construct an efficient tracking framework, gradually eliminating similarity interference from semantic level.•Our tracker outperforms all previous convolutional trackers on four authoritative benchmarks.
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