Parallel Operator Splitting Algorithms with Application to Imaging Inverse Problems

Image denoising, image deblurring, image inpainting, super-resolution, and compressed sensing reconstruction have important application value in engineering practice, and they are also the hot frontiers in the field of image processing. This book focuses on the numerical analysis of ill condition of...

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Bibliografski detalji
Glavni autori: He, Chuan (Autor), Hu, Changhua (Autor)
Autor kompanije: SpringerLink (Online service)
Format: Elektronički e-knjiga
Jezik:engleski
Izdano: Singapore : Springer Nature Singapore : Imprint: Springer, 2023.
Izdanje:1st ed. 2023.
Serija:Advanced and Intelligent Manufacturing in China,
Teme:
Online pristup:https://doi.org/10.1007/978-981-99-3750-9
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Sadržaj:
  • Introduction
  • Mathematical Fundamentals
  • Ill-poseness of imaging inverse problems and regularization for detail preservation
  • Fast parameter estimation in TV-based image restoration
  • Parallel alternating derection method of multipliers with application to image restoration
  • Parallel primal-dual method with application to image restoration.