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The blind image restoration problem is not an easy problem to solve for its complexity and difficulty.In this paper,we propose a new algorithm to simultaneously recover the blurring kernel and the original image,which combines split Bregman technique,fast Fourier transform and spectral decomposition technology to accelerate the computation of blind image restoration problem.