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2011 24th SIBGRAPI Conference on Graphics, Patterns and Images
Generalization of Iterative Restoration Techniques for Super-Resolution
Maceio, Alagoas Brazil
August 28-August 31
ISBN: 978-0-7695-4548-6
| ASCII Text | x | ||
| Marcia Aguena, Nelson Mascarenhas, "Generalization of Iterative Restoration Techniques for Super-Resolution," 2012 25th SIBGRAPI Conference on Graphics, Patterns and Images, pp. 258-265, 2011 24th SIBGRAPI Conference on Graphics, Patterns and Images, 2011. | |||
| BibTex | x | ||
| @article{ 10.1109/SIBGRAPI.2011.17, author = {Marcia Aguena and Nelson Mascarenhas}, title = {Generalization of Iterative Restoration Techniques for Super-Resolution}, journal ={2012 25th SIBGRAPI Conference on Graphics, Patterns and Images}, volume = {0}, year = {2011}, issn = {1530-1834}, pages = {258-265}, doi = {http://doi.ieeecomputersociety.org/10.1109/SIBGRAPI.2011.17}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - 2012 25th SIBGRAPI Conference on Graphics, Patterns and Images TI - Generalization of Iterative Restoration Techniques for Super-Resolution SN - 1530-1834 SP258 EP265 A1 - Marcia Aguena, A1 - Nelson Mascarenhas, PY - 2011 KW - super-resolution KW - image restoration KW - restoration KW - iterative back-projection VL - 0 JA - 2012 25th SIBGRAPI Conference on Graphics, Patterns and Images ER - | |||
The resolution enhancement of an image is always desirable, for almost all situations, but mainly if the image has the purpose of visual analysis. The hardware development for increasing the image resolution at its capture still has a higher cost than the algorithm solutions for super-resolution (SR). Like image restoration, super-resolution is also an ill-conditioned inverse problem. This work analyses the iterative restoration methods (Van Cittert, Tikhonov-Miller and Conjugate Gradient) which propose solutions for the ill-conditioning problem and compares them with the IBP method (Iterative Back Projection) proposed by Irani-Peleg [1] and Komatsu et al. [2]. The analysis of the found similarities is the basis of a generalization, that other iterative restoration methods can have their properties adapted, such as regularization of the ill-conditioning, noise reduction and other degradations and the increase of the convergence rate can be incorporated to the techniques of super-resolution.
Index Terms:
super-resolution, image restoration, restoration, iterative back-projection
Citation:
Marcia Aguena, Nelson Mascarenhas, "Generalization of Iterative Restoration Techniques for Super-Resolution," sibgrapi, pp.258-265, 2011 24th SIBGRAPI Conference on Graphics, Patterns and Images, 2011
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