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This paper mainly discussed the algorithm of sparse coding based on the kurtosis criterion and its application in natural image compression. Sparse coding of natural images is in fact a transformation coding method, and it can efficiently perform extracting natural images' features and compressing images. Utilizing the kurtosis as the punitive function of sparse coding method's sparsity, it can ensure...
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