Novel Diffusion-Based Models for Image Restoration and Interpolation (Signals and Communication Technology) - Softcover

Book 145 of 180: Signals and Communication Technology

Barbu, Tudor

 
9783030065669: Novel Diffusion-Based Models for Image Restoration and Interpolation (Signals and Communication Technology)
Softcover
ISBN 10: 3030065669 ISBN 13: 9783030065669
Publisher: Springer, 2019

Synopsis

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.   

"synopsis" may belong to another edition of this title.

From the Back Cover

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.   

"About this title" may belong to another edition of this title.

Publisher
Springer
Publication date
2019
Language
English
ISBN 10 
3030065669
ISBN 13 
9783030065669
Binding
Paperback
Number of pages
134

Other Popular Editions of the Same Title

9783319930053: Novel Diffusion-Based Models for Image Restoration and Interpolation (Signals and Communication Technology)

Featured Edition

ISBN 10:  3319930052 ISBN 13:  9783319930053
Publisher: Springer, 2018
Hardcover