Statistical Image Processing and Multidimensional Modeling

List of Examples | (see also Table of Contents, List of Code Samples) |

The book contains a number of examples, interspersed throughout the text, with applications at the end of every chapter. Although the applications are too complex to develop in detail, the intent is to show the illustration of the concepts of the chapter to a more substantial problem of practical interest:

Application 2: Ocean Acoustic Tomography

Application 3: Atmospheric Temperature Inversion

Application 4: Temporal Interpolation of Ocean Temperature

Application 5: Synthetic Aperture Radar Interferometry

Application 6: Texture Classification

Application 7: Image Segmentation

Application 8: Global Data Assimilation

Application 9: Surface Reconstruction

Application 10: Video Denoising

Application 11: Multi-Instrument Fusion of Porous Media

Example 2.1 Root Finding is an Inverse Problem

Example 2.2 Interpolation and Posedness

Example 2.3 Regression and Posedness

Example 2.4 Measurement Models and Conditioning

Example 2.5 Matrix Conditioning

Example 2.6 Interpolation and Regularization

Example 2.7 Interpolation and Smoothness Models

Example 2.8 Interpolation and Cross Validation

Example 2.9 State Estimation and Sampling

Example 3.1 Linear Regression is Least Squares

Example 3.2 Simple Scalar Estimation

Example 3.3 Prior Mean Removal

Example 3.4 Static Estimation and Sampling

Example 4.1 Dynamic Estimation and Sampling

Example 4.2 Kalman Filtering and Interpolation

Example 4.3 Recursive Smoothing and Interpolation

Example 5.1 Multidimensional Interpolation

Example 5.2 Model Inference

Example 6.1 Example Markov Kernels

Example 6.2 Robust Estimation

Example 6.3 Markov Model Inference and Model Order

Example 6.4 Model Inference and Conditioning

Example 7.1 Multiple Hidden Fields

Example 8.1 Principal Components for Remote Sensing

Example 8.2 Overlapped Local Processing

Example 8.3 FFT and Spatial Statistics

Example 8.4 Hierarchical Bases

Example 9.1 Iterative Solutions to Interpolation

Example 9.2 Eigendistributions of Iterative Interpolators

Example 10.1 Interpolation by Marching

Example 11.1 Annealing and Energy Barriers

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