We propose the use of complexity regularization in image restoration. This is a flexible estimation method which borrows from previous developments in nonparametric estimation theory. The regularized estimation problem is formulated in the wavelet domain and solved using a computationally efficient multiscale relaxation algorithm.
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Liu et al. (2002) studied this question.
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