Novel Diffusion-based Models For Image Restoration And Interpolation

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    Novel Diffusion-Based Models for Image Restoration and Interpolation
    By: Tudor Barbu
    Publisher:
    Springer
    Print ISBN: 9783319930053, 3319930052
    eText ISBN: 9783319930060, 3319930060
    Copyright year: 2019
    Format: EPUB
    Available from $ 129.00 USD
    SKU 9783319930060
    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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