IEEE Transactions on Image Processing · 2002 · 96 citations · 17 references
Natural SciencesMathematicsComputer VisionDigital ImagingOptimizationConstrained OptimizationConvex AnalysisConvex OptimizationImage RestorationVariational FormulationVariational OptimizationConvex Variational OptimizationConvex Variational ProblemsRegularized ReconstructionTotal Variation MinimizationVariational Image RestorationVariational Inequality TheoryVariational ReconstructionVariational Regularization
In this paper, we present a general framework for image restoration; despite its simplicity, certain variational and certain wavelet approaches can be formulated within this framework. This permits the construction of a natural model, with only one parameter, which has the advantages of both approaches. We give a mathematical analysis of this model, describe our algorithm and illustrate this by some experiments.
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Minimax estimation via wavelet shrinkage
David L. Donoho, Iain M. Johnstone · The Annals of Statistics · 1998 · 1K citations · Full text