Example-based Super Resolution

by Salvador, Jordi

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Title Statements

Full title :Example-based Super Resolution

Edition Statements

Publication Date:2017.

Publication Statements

Publisher(s):Academic Press
Place of Publication:London
Language:eng
Publication Date:2017.

The Physical Object

Description:1 online resource.

Edition Identifiers

ISBN:9780081011355, 0081011350, 9780128097038, 0128097035
oclc:ocn984822448
Dewey Decimal:621.367

Front Cover; Example-Based Super Resolution; Copyright; Dedication; Contents; List of Figures; Acknowledgment; Introduction; The Super-Resolution Problem; Super-Resolution Approaches; Interpolation; Multiframe Super Resolution; Example-Based Super Resolution; Outline; About the Book; Chapter 1: Classic Multiframe Super Resolution; 1.1 Problem Statement; 1.1.1 A Frequency-Domain Pipeline; 1.2 Bayesian Inference; 1.2.1 Maximum Likelihood; 1.2.2 Maximum A Posteriori; 1.3 Interpolation-Based Methods; 1.3.1 Registration; 1.3.2 Warping Projection; Forward Warping; Backward Warping.

1.3.3 RestorationInpainting; Deblurring; Denoising; Iterative Reconstruction; 1.4 Performance Limits; 1.5 Discussion; Chapter 2: A Taxonomy of Example-Based Super Resolution; 2.1 Example-Based Super Resolution; 2.1.1 Parametric Methods; 2.1.2 Nonparametric Methods; 2.2 Internal Learning; 2.2.1 High-Frequency Transfer; 2.2.2 Neighbor Embedding; 2.3 External Learning; 2.3.1 Sparse Coding; 2.3.2 Anchored Regression; 2.3.3 Regression Trees; 2.3.4 Deep Learning; 2.4 Discussion; Chapter 3: High-Frequency Transfer; 3.1 Adaptive Filter Selection; 3.1.1 Parametric Filter Design; Implementation Notes.

3.1.2 Performan…

Subjects

High resolution imaging Image processing -- Digital techniques Image processing -- Statistical methods Imagerie à haute résolution Traitement d'images -- Méthodes statist… Traitement d'images -- Techniques numér…