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The decomposition of an image into its primitive components, such as cartoon plus texture, is a fundamental problem in image processing. In previous works, various authors have proposed a technique to achieve this decomposition into structure and texture. These two components are competing ones, and their proposed model has a critical parameter that controls this decomposition. In this paper, we show how to automatically select this parameter, and demonstrate with examples the importance of this optimal selection.