Aiming at the problem that the matching-based image restoration alg orithm can not maintain the structural consistency of the linear structure and the repeated region,a struct ured sparse image restoration algorithm based on the offset difference is proposed.Firstly,a new feature offset difference is defined, and the similarity between the sample blocks is constructed by combining with th e image color feature,and the similarity item is used to find the best matching block; then the offset differe nce information and the color information are collectively used as sparseness.The constraint term is used to construct the constraint equation to improve the accuracy of the sparse representation,thus ensuring the consistency of the neighborhood information. The experimental results show that the proposed method can achieve better result s for the damage repair of linear structuresand repeat regions.