Novel diffusion-based models for image restoration and interpolation /
Barbu, Tudor,
Novel diffusion-based models for image restoration and interpolation / Tudor Barbu - 1 online resource (viii, 126 pages) : illustrations (some color) - - Signals and communication technology, 1860-4862 . - Signals and communication technology. .
Includes bibliographical references
Available to OhioLINK libraries
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
3319930060 9783319930060
10.1007/978-3-319-93006-0 doi
com.springer.onix.9783319930060 Springer Nature
GBB8H4470 bnb
Image processing--Digital techniques.
Electronic books
TA1637
006.4/2
Novel diffusion-based models for image restoration and interpolation / Tudor Barbu - 1 online resource (viii, 126 pages) : illustrations (some color) - - Signals and communication technology, 1860-4862 . - Signals and communication technology. .
Includes bibliographical references
Available to OhioLINK libraries
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
3319930060 9783319930060
10.1007/978-3-319-93006-0 doi
com.springer.onix.9783319930060 Springer Nature
GBB8H4470 bnb
Image processing--Digital techniques.
Electronic books
TA1637
006.4/2