Image Super-Resolution and Applications

ISBN: 9781466557963 出版年：2012 页码：503 Abd El-Samie, Fathi E Hadhoud, Mohiy M El-Khamy, Said E CRC Press

Introduction Image Interpolation Image Super-Resolution Polynomial Image Interpolation Introduction Classical Image Interpolation B-Spline Image Interpolation Polynomial Splines B-Spline Variants Nearest Neighbor Interpolation Linear Interpolation Cubic Spline Interpolation Digital Filter Implementation of B-Spline Interpolation O-MOMS Interpolation Keys' (Bicubic) Interpolation Artifacts of Polynomial Image Interpolation Ringing Aliasing Blocking Blurring Adaptive Polynomial Image Interpolation Introduction Low-Resolution Image Degradation Model Linear Space-Invariant Image Interpolation Warped-Distance Image Interpolation Weighted Image Interpolation Iterative Image Interpolation Simulation Examples Neural Modeling of Polynomial Image Interpolation Introduction Fundamentals of ANNs Cells Layers Arcs Weights Activation Rules Activation Functions Identity Function Step Function Sigmoid Function Piecewise-Linear Function Arc Tangent Function Hyperbolic Tangent Function Outputs Learning Rules Supervised Learning Unsupervised Learning Neural Network Structures Multi-Layer Perceptrons Radial Basis Function Networks Wavelet Neural Network Recurrent ANNs Training Algorithm Neural Image Interpolation Simulation Examples Color Image Interpolation Introduction Color Filter Arrays White Balance Bayer Interpolation Linear Interpolation with Laplacian Second Order Correction Adaptive Color Image Interpolation Image Interpolation for Pattern Recognition Introduction Cepstral Pattern Recognition Feature Extraction Extraction of MFCCs Framing and Windowing Discrete Fourier Transform Mel Filter Bank Discrete Cosine Transform Polynomial Coefficients Feature Extraction from Discrete Transforms Discrete Wavelet Transform Discrete Cosine Transform Discrete Sine Transform Feature Matching Using ANNs Simulation Examples Image Interpolation as Inverse Problem Introduction Adaptive Least-Squares Image Interpolation LMMSE Image Interpolation Maximum Entropy Image Interpolation Regularized Image Interpolation Simulation Examples Interpolation of Infrared Images Image Registration Introduction Applications of Image Registration Different Viewpoints (Multi-View Analysis) Different Times (Multi-Temporal Analysis) Different Sensors (Multi-Modal Analysis) Scene-to-Model Registration Steps of Image Registration Feature Detection Step Feature Matching Step Area-Based Methods Feature-Based Methods Transform Model Estimation Global Mapping Models Local Mapping Models Image Resampling and Transformation Evaluation of Image Registration Accuracy Image Fusion Introduction Objectives of Image Fusion Implementation of Image Fusion Pixel Level Image Fusion Principal Component Analysis Fusion Wavelet Fusion DWT Fusion DWFT Fusion Curvelet Fusion Sub-Band Filtering Tiling Ridgelet Transform IHS Fusion High-Pass Filter Fusion Gram-Schmidt Fusion Fusion of Satellite Images Fusion of MR and CT Images Super-Resolution with a Priori Information Introduction Multiple Observation LR Degradation Model Wavelet-Based Image Super-Resolution Simplified Multi-Channel Degradation Model Multi-Channel Image Restoration Multi-Channel LMMSE Restoration Multi-Channel Maximum Entropy Restoration Multi-Channel Regularized Restoration Simulation Examples Blind Super-Resolution Reconstruction of Images Introduction Problem Formulation Two-Dimensional GCD Algorithm 4 Blind Super-Resolution Reconstruction Approach Simulation Examples Appendix A: Discrete B-Splines Appendix B: Toeplitz-to-Circulant Approximations Appendix C: Newton's Method Appendix D: MATLAB(R) Codes References Index