Abstract: Highlights•Propose a multi-scale ℓ1 regularized correlation filter tracker (MSL1CFT).•Present a fast solver to our model utilizing the ADMM technique.•Introduce two indicators (PSR and appearance similarity) to adjust the learning rate.
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