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Multichannel blind restoration of images with space-variant degradations
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SYSNO ASEP 0086541 Document Type D - Thesis R&D Document Type The record was not marked in the RIV Title Multichannel blind restoration of images with space-variant degradations Title Multikanálová rekonstrukce obrazů s prostorově proměnným poškozením Author(s) Šorel, Michal (UTIA-B) RID, ORCID Issue data Praha: MFF UK, 2007 Number of pages 149 s. Language eng - English Country CZ - Czech Republic Keywords deblurring ; space-variant restoration ; motion blur ; out-of-focus blur ; blind deconvolution Subject RIV JD - Computer Applications, Robotics R&D Projects 1M0572 GA MŠMT - Ministry of Education, Youth and Sports (MEYS) CEZ AV0Z10750506 - UTIA-B (2005-2011) Annotation In this thesis, we cover the related problems of image restoration and depth map estimation from two or more space-variantly blurred images of the same scene in situations, where the extent of blur depends on the distance of scene from camera. This includes out-of-focus blur and the blur caused by camera motion. The latter is typical when photographing in low-light conditions. Both out-of-focus blur and camera motion blur can be modeled by con- volution with a spatially varying point spread function (PSF). There exist many methods for restoration with known PSF. In our case, the PSF is un- known as it depends on depth map of the scene and camera motion. Such a problem is ill-posed if only one degraded image is available. We consider multichannel case, when at least two images of the same scene are available, which gives us additional information that makes the problem tractable. Workplace Institute of Information Theory and Automation Contact Markéta Votavová, votavova@utia.cas.cz, Tel.: 266 052 201. Year of Publishing 2008
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