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In this paper, we propose a structured low rank learning algorithm with smoothed regularization for robust object tracking, under particle filter framework. Specifically, the relationships among the particles are exploited with structured low rank regularization term, and simultaneously handle the outlier using a group sparsity regularization. The label information from training data is incorporated...
In this paper, a supervised approach to online learn a structured sparse and discriminative representation for object tracking is presented. Label information from training data is incorporated into the dictionary learning process to construct a robust and discriminative dictionary. This is accomplished by adding an ideal-code regularization term and classification error term to the unified objective...
This article formulates object tracking in a particle filter framework as a binary classification problem. The method effectively exploits a priori information from training data to learn online a compact and discriminative dictionary. The method incorporates the class label information into the dictionary learning process as the classification error term and idea coding regularization term, respectively...
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