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Algorithms and software for total variation image reconstruction via first-order methods

by: Joachim Dahl, PerChristian Hansen, SørenHoldt Jensen, TobiasLindstrøm Jensen
Numerical Algorithms In Numerical Algorithms, Vol. 53, No. 1. (1 January 2010), pp. 67-92, doi:10.1007/s11075-009-9310-3  Key: citeulike:5191479

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Abstract

This paper describes new algorithms and related software for total variation (TV) image reconstruction, more specifically: denoising, inpainting, and deblurring. The algorithms are based on one of Nesterov’s first-order methods, tailored to the image processing applications in such a way that, except for the mandatory regularization parameter, the user needs not specify any parameters in the algorithms. The software is written in C with interface to Matlab (version 7.5 or later), and we demonstrate its performance and use with examples.


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