We shall review some new results obtained with: M. Burger, G. Gilboa, D. Goldfarb, O.Scherzer, W. Yin and JJ Xu in image processing and general inverse problems. State-of-the-art efficient image restoration methods result from easy to explain nonlinear optimization considerations. Stan Osher
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