Carte Regularized Optimization Methods for Reconstruction and Modeling in Computer Graphics Stephan Wenger

Regularized Optimization Methods for Reconstruction and Modeling in Computer Graphics

Dissertation

Limbă: engleză
Legare: Carte broșată
Editura: Books on Demand
Disponibilitate: În depozitul extern
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70.25 lei
The field of computer graphics deals with virtual representations of the real world. These can be ob...

Informații despre carte

Limbă
engleză
Legare
Carte - Carte broșată
Publicat
2014
Pagini
198
EAN
9783735742995
ISBN
3735742998
Enbook ID
02784605
Editura
Greutate
240
Dimensiuni
148 x 210 x 11

Descriere completă

The field of computer graphics deals with virtual representations of the real world. These can be obtained either through reconstruction of a model from measurements, or by directly modeling a virtual object, often on a real-world example. The former is often formalized as a regularized optimization problem, in which a data term ensures consistency between model and data and a regularization term promotes solutions that have high a priori probability.§In this dissertation, different reconstruction problems in computer graphics are shown to be instances of a common class of optimization problems which can be solved using a uniform algorithmic framework. Moreover, it is shown that similar optimization methods can also be used to solve data-based modeling problems, where the amount of information that can be obtained from measurements is insufficient for accurate reconstruction.§As real-world examples of reconstruction problems, sparsity and group sparsity methods are presented for radio interferometric image reconstruction in static and time-dependent settings. As a modeling example, analogous approaches are investigated to automatically create volumetric models of astronomical nebulae from single images based on symmetry assumptions.

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