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Image super-resolution is a process to enhance image resolution.It is widely used in medical imaging,satellite imaging,target recognition,etc.In this paper,we conduct continuous modeling and assume that the unknown image intensity function is defined on a continuous domain and belongs to a space with a redundant basis.