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Sparse representation model (SRM) has been widely used in many image processing and computer vision tasks. However, the conventional SRM usually neglects the prior knowledge about similar signals. Considering the fact that similar signals also have subtle differences, in this paper we propose a robust bi-sparsity model (RBSM) to effectively exploit the prior knowledge about the similarities and the...
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