Perceptual Digital Imaging

9

Perceptually Driven Super-Resolution Techniques

Nabil Sadaka and Lina Karam

9.1 Introduction

9.2 Main Super-Resolution Techniques

9.2.1 Single-Frame Super-Resolution

9.2.2 Multi-Frame Super-Resolution

9.3 Multi-Frame Super-Resolution Observation Model

9.4 Super-Resolution Problem Formulation

9.4.1 Bayesian Super-Resolution Formulation

9.4.2 Regularized-Norm Minimization Formulation

9.4.3 Non-Iterative Kernel-Based Formulation

9.4.4 Super-Resolution Solutions in Practice

9.5 Perceptually Driven Efficient Super-Resolution

9.5.1 Selective Perceptual Super-Resolution Framework

9.5.2 Perceptual Contrast Sensitivity Threshold Model

9.5.3 Perceptually Significant Pixels Detection

9.6 Attentively Driven Efficient Super-Resolution

9.6.1 Attentive-Selective ...