Novel diffusion-based models for image restoration and interpolation /
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Author / Creator: | Barbu, Tudor, author. |
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Imprint: | Cham, Switzerland : Springer, [2019] |
Description: | 1 online resource (viii, 126 pages) : illustrations (some color) |
Language: | English |
Series: | Signals and communication technology, 1860-4862 Signals and communication technology, |
Subject: | |
Format: | E-Resource Book |
URL for this record: | http://pi.lib.uchicago.edu/1001/cat/bib/11745364 |
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100 | 1 | |a Barbu, Tudor, |e author. | |
245 | 1 | 0 | |a Novel diffusion-based models for image restoration and interpolation / |c Tudor Barbu. |
264 | 1 | |a Cham, Switzerland : |b Springer, |c [2019] | |
300 | |a 1 online resource (viii, 126 pages) : |b illustrations (some color) | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a computer |b c |2 rdamedia | ||
338 | |a online resource |b cr |2 rdacarrier | ||
347 | |a text file |b PDF |2 rda | ||
490 | 1 | |a Signals and communication technology, |x 1860-4862 | |
504 | |a Includes bibliographical references. | ||
588 | 0 | |a Online resource; title from PDF title page (SpringerLink, viewed July 16, 2018). | |
505 | 0 | |a Introduction -- Linear PDE-based Image Denoising Schemes -- Nonlinear Diffusion-based Image Restoration Models -- Variational and PDE Models for Image Interpolation -- Conclusions. | |
520 | |a This book covers two essential PDE-based image processing fields: image denoising and image inpainting. It describes the state-of-the-art PDE-based image restoration and interpolation (inpainting) techniques, focusing on the latest advances in PDE-based image processing and analysis, and explores novel techniques involving diffusion-based models and variational schemes. The PDE and variational schemes clearly outperform the conventional approaches in these areas, and can successfully remove image noise and reconstruct missing or highly degraded regions, while preserving the essential features and avoiding unintended effects. The book addresses researchers and graduate students, but is also well suited for professionals in both the mathematics and electrical engineering domains, as it provides rigorous mathematical investigations of the image processing models described, as well as mathematical treatments for the numerical approximation schemes of these differential models. | ||
650 | 0 | |a Image processing |x Digital techniques. |0 http://id.loc.gov/authorities/subjects/sh85064447 | |
650 | 7 | |a Mathematics |x Differential Equations. |2 bisacsh | |
650 | 7 | |a Computers |x Intelligence (AI) & Semantics. |2 bisacsh | |
650 | 7 | |a Differential calculus & equations. |2 bicssc | |
650 | 7 | |a Artificial intelligence. |2 bicssc | |
650 | 7 | |a Computers |x Computer Graphics. |2 bisacsh | |
650 | 7 | |a Image processing. |2 bicssc | |
650 | 7 | |a Image processing |x Digital techniques. |2 fast |0 (OCoLC)fst00967508 | |
655 | 4 | |a Electronic books. | |
776 | 0 | 8 | |i Print version: |a Barbu, Tudor. |t Novel diffusion-based models for image restoration and interpolation. |d Cham, Switzerland : Springer, [2019] |z 3319930052 |z 9783319930053 |w (OCoLC)1034613922 |
830 | 0 | |a Signals and communication technology, |x 1860-4862 |0 http://id.loc.gov/authorities/names/no2002055234 | |
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928 | |t Library of Congress classification |a TA1637 |l Online |c UC-FullText |u https://link.springer.com/10.1007/978-3-319-93006-0 |z Springer Nature |g ebooks |i 12555804 |