Bratasanu, Dragos: Interactive models for latent information discovery in satellite images. 2014
Inhalt
- Abstract
- Table of Contents
- 1. Introduction
- 2. Information Spaces in Earth Observation Data
- 2.1 Introduction
- 2.2 Resolution
- 2.3 Data Analysis Methods
- 2.4 Remote sensing satellite systems
- 2.5 Spectral dimensions in satellite images
- 2.6 Semantic dimensions in satellite image-based cartography
- 3 Image Information Mining: State-of-the-Art
- 3.1 Introduction
- 3.2 Image Information Mining System Design
- 3.3 Content-based Information Retrieval: State-of-the-Art in Multimedia
- 3.4 Image Information Mining Systems for Earth Observation - A Brief Review
- 4. Basics of Inference and Stochastic Image Analysis
- 4.1 Stochastic Image Analysis
- 4.2 Transformation-Based Analysis
- 4.3 Bayesian Inference
- 4.4 Information Theory
- 5. Bridging the Gap for Semantic Annotation ofSatellite Images
- 5.1 Introduction
- 5.2 Spectral Signatures And Semantic Content Extraction
- 5.3 Map Label Learning Using Latent Dirichlet Allocation Model
- 5.4 Composition Rules For Bridging The Semantic Gap
- 5.5 Case Studies: Rules For Bridging Machine And Human Languages
- 6. Spectral Band Discovery for AdvancingMultispectral Satellite Image Analysis and Photo-Interpretation
- 6.1 Exploratory Visual Analysis of Satellite Images
- 6.2 Contextual Information Integration For Spectral Feature Selection
- 6.3 Minimum-Redundancy-Maximum-Relevance Criterion For Feature Selection
- 6.4 Objective Evaluation Of Subjective Visual Information
- 6.5 Experiments And Results
- 6.6 Discussion
- 7. Conclusions
- APPENDIX
- 1. Color Science
- 2. Principal Component Analysis
- 3. Independent Component Analysis
- 4. Information Theory
- 4.1 Relationship Between Entropy and Mutual Information
- 4.2 Chain Rules for Entropy, Relative Entropy and Mutual Information
- 4.3 Jensen’s Inequality and Its Consequences
- 5. Estimation Theory
- 5.1 The Naïve Bayes Model for Classification
- 5.2 Maximum Likelihood Estimation for the Naïve Bayes Model
- 5.3 Maximum Likelihood Estimates
- 5.4 Expectation-Maximization (EM)
- 6. Latent Dirichlet Allocation
- Acronym List
- Acknowledgements
- Bibliography