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Novel Diffusion-Based Models for Image Restoration and Interpolation

Download or Read eBook Novel Diffusion-Based Models for Image Restoration and Interpolation PDF written by Tudor Barbu and published by Springer. This book was released on 2018-07-02 with total page 134 pages. Available in PDF, EPUB and Kindle.
Novel Diffusion-Based Models for Image Restoration and Interpolation
Author :
Publisher : Springer
Total Pages : 134
Release :
ISBN-10 : 9783319930060
ISBN-13 : 3319930060
Rating : 4/5 (60 Downloads)

Book Synopsis Novel Diffusion-Based Models for Image Restoration and Interpolation by : Tudor Barbu

Book excerpt: 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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