In this paper, a novel image denoising model is proposed, named Corrected Rank Residual Constraint (CRRC). To overcome the drawback that L1 norm penalty yields biased estimators and cannot achieve best estimation performance, proposed CRRC incorporates adaptive correction term with minimization to improve sparsity of data fidelity enforced on rank residual. The existence uniqueness solutions ar...