The sparse representation based on over-complete dictionary is a new image representation theory.The redundancy of over-complete dictionary can make it effectively capture the geometrical characteristics of the images.SAR image compression is achieved based on over-complete dictionary sparse representation.Only the sparse decomposition coefficients and the index are needed to be stored in order to seize the image's information.A learning method—K-SVD is adopted to design the dictionary.Because the training ...