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Novel Diffusion-Based Models for Image Restoration and Interpolation

Af: Tudor Barbu Engelsk Paperback

Novel Diffusion-Based Models for Image Restoration and Interpolation

Af: Tudor Barbu Engelsk Paperback
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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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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.   

Produktdetaljer
Sprog: Engelsk
Sider: 126
ISBN-13: 9783030065669
Indbinding: Paperback
Udgave:
ISBN-10: 3030065669
Udg. Dato: 19 jan 2019
Længde: 0mm
Bredde: 155mm
Højde: 235mm
Forlag: Springer Nature Switzerland AG
Oplagsdato: 19 jan 2019
Forfatter(e): Tudor Barbu
Forfatter(e) Tudor Barbu


Kategori Differentialregning & ligninger


ISBN-13 9783030065669


Sprog Engelsk


Indbinding Paperback


Sider 126


Udgave


Længde 0mm


Bredde 155mm


Højde 235mm


Udg. Dato 19 jan 2019


Oplagsdato 19 jan 2019


Forlag Springer Nature Switzerland AG