Abstract: Highlights•Current Siamese trackers find it hard to discriminate similar distractors.•The improvement in trackers’ performance heavily relies on the enormous model complexity and parameters.•We first proposed a tracking-in-tracking framework to solve them.•By utilizing our framework, it realizes stable tracking with high robustness.
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