Invited Talk by Prof. Michael Unser: A spline framework for tomographic image reconstruction
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Prof. Michael Unser
Director of Biomedical Imaging Group
EPFL, Lausanne
- Date: Friday, November 23, 2012
- Time: 15:30 - 17:00
- Location: IMETUM Hörsaal 1.126, Garching
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A spline framework for tomographic image reconstruction
"Think analog, act digital" is a motto that is relevant to scientific computing and algorithm design in a variety of the disciplines, including numerical analysis, and signal processing. Here, we shall argue that cardinal splines constitute a theoretical and computational framework that is ideally suited for image reconstruction and the derivation of image processing algorithms in general. We highlight a number of "optimal" aspects of splines (in particular, polynomial ones) and discuss fundamental relations with: (1) Shannon's sampling theory, (2) differential operators, (3) wavelet theory, (4) regularization theory, and (5) computed tomography. In particular, we present a general calculus that yields explicit formulas for the Radon transform of box splines and allows for a proper discretization of 2-D and 3-D tomographic reconstruction problems.
Biography of Prof. Michael Unser:
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