Novel Diffusion-Based Models for Image Restoration and Interpolation

Author:   Tudor Barbu
Publisher:   Springer Nature Switzerland AG
Edition:   Softcover reprint of the original 1st ed. 2019
ISBN:  

9783030065669


Pages:   126
Publication Date:   19 January 2019
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Novel Diffusion-Based Models for Image Restoration and Interpolation


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Overview

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.   

Full Product Details

Author:   Tudor Barbu
Publisher:   Springer Nature Switzerland AG
Imprint:   Springer Nature Switzerland AG
Edition:   Softcover reprint of the original 1st ed. 2019
Dimensions:   Width: 15.50cm , Height: 0.70cm , Length: 23.50cm
Weight:   0.454kg
ISBN:  

9783030065669


ISBN 10:   3030065669
Pages:   126
Publication Date:   19 January 2019
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

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Reviews

This concise, well-written monograph presents state-of-the art of nonlinear PDE-based filtering methods and image impainting techniques. ... The book can be recommended to students and scientists working in the area of mathematics, computer science and electrical engineering. The readers of the book should have a basic knowledge in PDEs, numerical analysis and digital image processing. (Wieslaw Kotarski, zbMath 1411.94001, 2019)


“This concise, well-written monograph presents state-of-the art of nonlinear PDE-based filtering methods and image impainting techniques. … The book can be recommended to students and scientists working in the area of mathematics, computer science and electrical engineering. The readers of the book should have a basic knowledge in PDEs, numerical analysis and digital image processing.” (Wiesław Kotarski, zbMath 1411.94001, 2019)


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