Novel Diffusion-Based Models for Image Restoration and Interpolation
Softcover Reprint of the Original 1st 2019 ed.
by
Tudor Barbu
Book Details
Format
Paperback / Softback
Book Series
Signals and Communication Technology
ISBN-10
3030065669
ISBN-13
9783030065669
Edition
Softcover Reprint of the Original 1st 2019 ed.
Publisher
Springer Nature Switzerland AG
Imprint
Springer Nature Switzerland AG
Country of Manufacture
GB
Country of Publication
GB
Publication Date
Jan 19th, 2019
Print length
126 Pages
Product Classification:
Differential calculus & equationsArtificial intelligenceComputer vision
Ksh 16,200.00
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This book covers two essential PDE-based image processing fields: image denoising and image inpainting.
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.
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